https://github.com/ampl/colab.ampl.com
AMPL Model Colaboratory
https://github.com/ampl/colab.ampl.com
ampl amplpy conic-optimization integer-linear-programming integer-programming linear-opti linear-optimization linear-programming mip mixed-integer-optimization mixed-integer-programming nonlinear-optimization nonlinear-programming optimization python
Last synced: 19 days ago
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AMPL Model Colaboratory
- Host: GitHub
- URL: https://github.com/ampl/colab.ampl.com
- Owner: ampl
- License: mit
- Created: 2022-02-28T18:16:40.000Z (about 3 years ago)
- Default Branch: master
- Last Pushed: 2025-04-06T01:30:37.000Z (27 days ago)
- Last Synced: 2025-04-06T02:27:06.873Z (27 days ago)
- Topics: ampl, amplpy, conic-optimization, integer-linear-programming, integer-programming, linear-opti, linear-optimization, linear-programming, mip, mixed-integer-optimization, mixed-integer-programming, nonlinear-optimization, nonlinear-programming, optimization, python
- Language: Jupyter Notebook
- Homepage: https://colab.ampl.com
- Size: 49.8 MB
- Stars: 21
- Watchers: 8
- Forks: 9
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
- Authors: authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb
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README
# AMPL Model Colaboratory
## Website
https://colab.ampl.com
## Contribution Guide
1. Use the template [template/colab.ipynb](https://github.com/ampl/colab.ampl.com/blob/master/template/colab.ipynb) as base template.
2. In the header make sure you fill the following fields:
```
Description:
Tags: , <>, <>
Notebook author:
Model author:
License:
References:
```
3. Do not modify the initial two cells that take care of setup and jupyter notebook integration
to do anything other than installing packages and instantiating the ampl_notebook. You can modify
the list of modules and add more dependencies, but if you do anything else the changes may be overwritten.
4. Place your notebook inside `colab.ampl.com/authors//`.
5. Update the badges and the index as shown below before committing.
Note: The default license for every notebook is [MIT](https://github.com/ampl/colab.ampl.com/blob/master/LICENSE) unless specified otherwise in the notebook.
### Updating notebook headers & index
The following commands update the README file and the index in the documentation, as well as add any new automatically created files to the repository:
```bash
$ python scripts/index.py
$ git add docs/source/
```
Note that the notebook headers are patched with new badges using links to the correct locations after the notebook is published.
The first two notebook cells are modified to ensure that requirements are installed and that the ampl_notebook is instantiated.
## Notebooks
| Title | GitHub | Colab | Kaggle | Gradient | SageMaker|
|--------|--------|--------|--------|----------|----------|
|AMPL - solve multiple models in parallel|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/multiprocessing/multiproc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/multiprocessing/multiproc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/multiprocessing/multiproc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/multiprocessing/multiproc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/multiprocessing/multiproc.ipynb)|
|AMPL - spreadsheet handling with amplxl|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/amplxl/amplxl.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/amplxl/amplxl.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/amplxl/amplxl.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/amplxl/amplxl.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/amplxl/amplxl.ipynb)|
|AMPL Bin Packing Problem with GCG|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/bpp.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/bpp.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/bpp.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/bpp.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/bpp.ipynb)|
|AMPL Capacitated p-Median Problem with GCG|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/cpmp.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/cpmp.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/cpmp.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/cpmp.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/lentz/gcg/cpmp.ipynb)|
|AMPL Christmas Model created by ChatGPT|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/chatgpt/christmas.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/chatgpt/christmas.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/chatgpt/christmas.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/chatgpt/christmas.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/chatgpt/christmas.ipynb)|
|AMPL Development Tutorial 1/6 -- Capacitated Facility Location Problem|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/1_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/1_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/1_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/1_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/1_floc.ipynb)|
|AMPL Development Tutorial 2/6 -- Stochastic Capacitated Facility Location Problem|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/2_stoch_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/2_stoch_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/2_stoch_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/2_stoch_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/2_stoch_floc.ipynb)|
|AMPL Development Tutorial 3/6 -- Benders Decomposition via AMPL scripting|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/3_benders_stoch_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/3_benders_stoch_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/3_benders_stoch_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/3_benders_stoch_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/3_benders_stoch_floc.ipynb)|
|AMPL Development Tutorial 4/6 -- Benders Decomposition via PYTHON scripting|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/4_benders_in_python_stoch_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/4_benders_in_python_stoch_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/4_benders_in_python_stoch_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/4_benders_in_python_stoch_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/4_benders_in_python_stoch_floc.ipynb)|
|AMPL Development Tutorial 5/6 -- Parallelizing Subproblem Solves in Benders Decomposition|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/5_benders_parallel_stoch_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/5_benders_parallel_stoch_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/5_benders_parallel_stoch_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/5_benders_parallel_stoch_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/5_benders_parallel_stoch_floc.ipynb)|
|AMPL Development Tutorial 6/6 -- Implementing Benders Decomposition with *ampls*|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/6_benders_ampls_stoch_floc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/6_benders_ampls_stoch_floc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/6_benders_ampls_stoch_floc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/6_benders_ampls_stoch_floc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/6_benders_ampls_stoch_floc.ipynb)|
|AMPL Model Colaboratory Template|[](https://github.com/ampl/colab.ampl.com/blob/master/template/colab.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/template/colab.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/template/colab.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/template/colab.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/template/colab.ipynb)|
|Aircrew trainee scheduling with seniority constraints|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip8_aircrew_trainees_seniority.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip8_aircrew_trainees_seniority.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip8_aircrew_trainees_seniority.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip8_aircrew_trainees_seniority.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip8_aircrew_trainees_seniority.ipynb)|
|Balanced Task Assignment with Inverse Cost Scaling|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Inverse_cost/Inverse_cost.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Inverse_cost/Inverse_cost.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Inverse_cost/Inverse_cost.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Inverse_cost/Inverse_cost.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Inverse_cost/Inverse_cost.ipynb)|
|Book Example: Economic equilibria|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/economic_eq_lecture.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/economic_eq_lecture.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/economic_eq_lecture.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/economic_eq_lecture.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-lecture/economic_eq_lecture.ipynb)|
|Book Example: Transshipment problem|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/net1.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/net1.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/net1.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/net1.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/net1.ipynb)|
|Book Example: diet|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/diet.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/diet.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/diet.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/diet.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/diet.ipynb)|
|Book Example: prod|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/prod.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/prod.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/prod.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/prod.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/prod.ipynb)|
|Book Example: steel|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/steel.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/steel.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/steel.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/steel.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/steel.ipynb)|
|Book Example: transp|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/transp.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/transp.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/transp.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/transp.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/transp.ipynb)|
|CP-style scheduling model with the *numberof* operator, solved by a MIP solver|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sched_numberof.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sched_numberof.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sched_numberof.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sched_numberof.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sched_numberof.ipynb)|
|Capacity expansion of power generation|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/capacity_expansion.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/capacity_expansion.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/capacity_expansion.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/capacity_expansion.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/capacity_expansion.ipynb)|
|Containers scheduling|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/containers_scheduling.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/containers_scheduling.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/containers_scheduling.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/containers_scheduling.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/containers_scheduling.ipynb)|
|Debugging Model Infeasibility|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/debug_infeas.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/debug_infeas.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/debug_infeas.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/debug_infeas.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/dev/debug_infeas.ipynb)|
|Diet and Other Input Models: Minimizing Costs|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/diet_case_study.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/diet_case_study.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/diet_case_study.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/diet_case_study.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-lecture/diet_case_study.ipynb)|
|Diet model with Google Sheets|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/gspread/gspread.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/gspread/gspread.ipynb)|
|Dual-Donor Organ Exchange problem|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Medicine/Dual-Donor_Organ_Exchange.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Medicine/Dual-Donor_Organ_Exchange.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Medicine/Dual-Donor_Organ_Exchange.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Medicine/Dual-Donor_Organ_Exchange.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Medicine/Dual-Donor_Organ_Exchange.ipynb)|
|Dynamic routing example|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/Dynamic_routing_example.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/Dynamic_routing_example.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/Dynamic_routing_example.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/Dynamic_routing_example.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/Dynamic_routing_example.ipynb)|
|Efficient Frontier with Google Sheets|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/finance/efficient_frontier.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/finance/efficient_frontier.ipynb)|
|Employee Scheduling Optimization|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/Employee_Scheduling.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/Employee_Scheduling.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/Employee_Scheduling.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/Employee_Scheduling.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/Employee_Scheduling.ipynb)|
|Enhanced Sector ETF Portfolio Optimization with Multiple Strategies in Python with AMPL|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_3_Porfolio_Optimization_Sector_ETF.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_3_Porfolio_Optimization_Sector_ETF.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_3_Porfolio_Optimization_Sector_ETF.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_3_Porfolio_Optimization_Sector_ETF.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_3_Porfolio_Optimization_Sector_ETF.ipynb)|
|Financial Portfolio Optimization with amplpy|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/amplpyfinance/amplpyfinance_vs_amplpy.ipynb)|
|Google Hashcode 2022|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/hashcode/practice_problem.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/hashcode/practice_problem.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/hashcode/practice_problem.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/hashcode/practice_problem.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/hashcode/practice_problem.ipynb)|
|Hospitals-Residents MIP|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/miscellaneous/hospitals_residents.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/miscellaneous/hospitals_residents.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/miscellaneous/hospitals_residents.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/miscellaneous/hospitals_residents.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/miscellaneous/hospitals_residents.ipynb)|
|Hydrothermal Scheduling Problem with Conic Programming|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/hydrothermal.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/hydrothermal.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/hydrothermal.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/hydrothermal.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/hydrothermal.ipynb)|
|Introduction to Linear and Integer Programming|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_linear_prorgramming.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_linear_prorgramming.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_linear_prorgramming.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_linear_prorgramming.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_linear_prorgramming.ipynb)|
|Introduction to Mathematical Optimization|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_optimization.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_optimization.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_optimization.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_optimization.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/intro_to_optimization.ipynb)|
|Jupyter Notebook Integration|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/magics.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/magics.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/magics.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/magics.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/magics.ipynb)|
|Labs scheduling|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/labs_scheduling.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/labs_scheduling.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/labs_scheduling.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/labs_scheduling.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/scheduling/labs_scheduling.ipynb)|
|Largest small polygon|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/geometry/largest_small_polygon.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/geometry/largest_small_polygon.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/geometry/largest_small_polygon.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/geometry/largest_small_polygon.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/geometry/largest_small_polygon.ipynb)|
|Logistic Regression with amplpy|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/logistic_regression.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/logistic_regression.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/logistic_regression.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/logistic_regression.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/conic/logistic_regression.ipynb)|
|Magic sequences|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/magic_sequences.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/magic_sequences.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/magic_sequences.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/magic_sequences.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/magic_sequences.ipynb)|
|Multicommodity transportation problem|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/multmip1.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/multmip1.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/multmip1.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/multmip1.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/multmip1.ipynb)|
|N-Queens|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/nqueens.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/nqueens.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/nqueens.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/nqueens.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/nqueens.ipynb)|
|NFL Team Rating|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/NFL_Team_Rating.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/NFL_Team_Rating.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/NFL_Team_Rating.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/NFL_Team_Rating.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/educational/NFL_Team_Rating.ipynb)|
|Network Linear Programs|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/network.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/network.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/network.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/network.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/network.ipynb)|
|Network design with redundancy|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/military/electric_grid_with_redundancy.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/military/electric_grid_with_redundancy.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/military/electric_grid_with_redundancy.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/military/electric_grid_with_redundancy.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/military/electric_grid_with_redundancy.ipynb)|
|Nonlinear transportation model|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/nltrans_lecture.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/nltrans_lecture.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/nltrans_lecture.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/nltrans_lecture.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-lecture/nltrans_lecture.ipynb)|
|Nonlinear transportation problem example|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/nltrans.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/nltrans.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/nltrans.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/nltrans.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/nltrans.ipynb)|
|Oil refinery production optimization|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining.ipynb)|
|Oil refinery production optimization (+PowerBI)|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_powerbi.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_powerbi.ipynb)|
|Oil refinery production optimization (ampl-only version)|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_ampl_only.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_ampl_only.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_ampl_only.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_ampl_only.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Petroleum_refining/oil_refining_ampl_only.ipynb)|
|Optimal Power Flow with AMPL and Python - Bus Injection Model (BIM)|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf2.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf2.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf2.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf2.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf2.ipynb)|
|Optimal Power Flow with AMPL and Python - Bus Injection Model (BIM) with controllable-phase shifting transformers and tap-changing transformers|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf4.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf4.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf4.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf4.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf4.ipynb)|
|Optimal Power Flow with AMPL and Python - DC Power Flow|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf3.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf3.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf3.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf3.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf3.ipynb)|
|Optimal Power Flow with AMPL and Python - conventional Power Flow|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf1.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf1.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf1.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf1.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf1.ipynb)|
|Optimal Power Flow with AMPL and Python - data management|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf0.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf0.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf0.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf0.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/opf/opf0.ipynb)|
|Optimization Methods in Finance: Chapter 3|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/finance/finance_opt_example_3_1.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/finance/finance_opt_example_3_1.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/finance/finance_opt_example_3_1.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/finance/finance_opt_example_3_1.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/finance/finance_opt_example_3_1.ipynb)|
|Optimization of Reinforced Concrete Production and Shipment: A Conveyor-Based Manufacturing and Curing Model|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Concrete_plant/Conveyor_curing.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Concrete_plant/Conveyor_curing.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Concrete_plant/Conveyor_curing.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Concrete_plant/Conveyor_curing.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Concrete_plant/Conveyor_curing.ipynb)|
|Optimization of an TV advertising campaign based on TRP, GRP indicators|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/TV_Advertisement_campaign_GRP_TRP.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/TV_Advertisement_campaign_GRP_TRP.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/TV_Advertisement_campaign_GRP_TRP.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/TV_Advertisement_campaign_GRP_TRP.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/TV_Advertisement_campaign_GRP_TRP.ipynb)|
|Optimization of an advertising campaign for launching a new product on the market|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/Advertising_campaign_colab.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/Advertising_campaign_colab.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/Advertising_campaign_colab.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/Advertising_campaign_colab.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Advertisement/Advertising_campaign_colab.ipynb)|
|Optimize your Christmas Tree to Global Optimality|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/global/christmas_tree.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/global/christmas_tree.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/global/christmas_tree.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/global/christmas_tree.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/global/christmas_tree.ipynb)|
|Optimized Portfolio Optimization using EIA Data in Python with AMPL|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_1_Portfolio_Optimization_Commodities.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_1_Portfolio_Optimization_Commodities.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_1_Portfolio_Optimization_Commodities.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_1_Portfolio_Optimization_Commodities.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_1_Portfolio_Optimization_Commodities.ipynb)|
|Optimizing Procurement and Sales Strategies for a Retail Chain with Supplier Payment Schemes|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Retail/supplier_payment_schemes.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Retail/supplier_payment_schemes.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Retail/supplier_payment_schemes.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Retail/supplier_payment_schemes.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Retail/supplier_payment_schemes.ipynb)|
|Optimizing the number of staff in a chain of stores|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/StaffChain/staff_schedule.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/StaffChain/staff_schedule.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/StaffChain/staff_schedule.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/StaffChain/staff_schedule.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/StaffChain/staff_schedule.ipynb)|
|P-Median problem|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/location/p_median.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/location/p_median.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/location/p_median.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/location/p_median.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/location/p_median.ipynb)|
|Pairs Trading Strategy Optimization in Python with AMPL|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_2_Pairs_Trading_Strategy_Optimization.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_2_Pairs_Trading_Strategy_Optimization.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_2_Pairs_Trading_Strategy_Optimization.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_2_Pairs_Trading_Strategy_Optimization.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_2_Pairs_Trading_Strategy_Optimization.ipynb)|
|Pattern Enumeration|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_enumeration.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_enumeration.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_enumeration.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_enumeration.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_enumeration.ipynb)|
|Pattern Generation|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_generation.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_generation.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_generation.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_generation.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_generation.ipynb)|
|Plot feasible region|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/plot_feasible_region.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/plot_feasible_region.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/plot_feasible_region.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/plot_feasible_region.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/plot_feasible_region.ipynb)|
|Porfolio Optimization with Multiple Risk Strategies in Python with AMPL|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_4_Porfolio_Optimization_Risk_Strategies.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_4_Porfolio_Optimization_Risk_Strategies.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_4_Porfolio_Optimization_Risk_Strategies.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_4_Porfolio_Optimization_Risk_Strategies.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mukeshwaran/Notebook_4_Porfolio_Optimization_Risk_Strategies.ipynb)|
|Power System Optimization with Amplpower package|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/energy/ampl_power.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/energy/ampl_power.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/energy/ampl_power.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/energy/ampl_power.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/energy/ampl_power.ipynb)|
|Pricing Optimization (Price Elasticity of Demand)|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Demand_elasticity/demand_elasticity.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Demand_elasticity/demand_elasticity.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Demand_elasticity/demand_elasticity.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Demand_elasticity/demand_elasticity.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Demand_elasticity/demand_elasticity.ipynb)|
|Pricing and target-market|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/miscellaneous/pricing_and_target_market.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/miscellaneous/pricing_and_target_market.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/miscellaneous/pricing_and_target_market.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/miscellaneous/pricing_and_target_market.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/miscellaneous/pricing_and_target_market.ipynb)|
|Production Model: lemonade stand example |[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/production_model.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/production_model.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/production_model.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/production_model.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/ampl-lecture/production_model.ipynb)|
|Production model|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/production_model.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-book/production_model.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-book/production_model.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-book/production_model.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-book/production_model.ipynb)|
|Profit Maximization for Developers: Optimizing Pricing, Marketing, and Investment Strategies|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Building_developer/building_developer.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Building_developer/building_developer.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Building_developer/building_developer.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Building_developer/building_developer.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Building_developer/building_developer.ipynb)|
|Project management: Minimize project costs by balancing task costs, risks, and late penalties.|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Project_management/Investment_project.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Project_management/Investment_project.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Project_management/Investment_project.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Project_management/Investment_project.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Project_management/Investment_project.ipynb)|
|Quick Start using Pandas dataframes|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/pandasdiet.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/pandasdiet.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/pandasdiet.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/pandasdiet.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/pandasdiet.ipynb)|
|Quick Start using lists and dictionaries|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/nativediet.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/nativediet.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/nativediet.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/nativediet.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/quick-start/nativediet.ipynb)|
|Retrieve Solution pool with AMPL and Gurobi|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/tutorials/solution_pool.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/tutorials/solution_pool.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/tutorials/solution_pool.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/tutorials/solution_pool.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/tutorials/solution_pool.ipynb)|
|Robust Linear Programming with Ellipsoidal Uncertainty|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip6_robust_linear_programming.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip6_robust_linear_programming.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip6_robust_linear_programming.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip6_robust_linear_programming.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/modeling-tips/tip6_robust_linear_programming.ipynb)|
|Roll Cutting - Revision 1 & 2|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_tradeoff.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_tradeoff.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_tradeoff.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_tradeoff.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/pattern_tradeoff.ipynb)|
|Scheduling Multipurpose Batch Processes using State-Task Networks in Python|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/cookbook/batch_processessing.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/cookbook/batch_processessing.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/cookbook/batch_processessing.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/cookbook/batch_processessing.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/cookbook/batch_processessing.ipynb)|
|Simple sudoku solver using logical constraints (with GUI)|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/sudoku.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/sudoku.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/sudoku.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/sudoku.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/miscellaneous/sudoku.ipynb)|
|Smart Pipeline Diagnostics|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Utilities_networks/Smart_pipeline_diagnostics.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Utilities_networks/Smart_pipeline_diagnostics.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mikhail/Utilities_networks/Smart_pipeline_diagnostics.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Utilities_networks/Smart_pipeline_diagnostics.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mikhail/Utilities_networks/Smart_pipeline_diagnostics.ipynb)|
|Solution check: discontinuous objective function|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sol-check.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sol-check.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sol-check.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sol-check.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/glebbelov/miscellaneous/sol-check.ipynb)|
|Solving a nonogram puzzle|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/juanjesuslosada/miscellaneous/nonogram.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/juanjesuslosada/miscellaneous/nonogram.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/juanjesuslosada/miscellaneous/nonogram.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/juanjesuslosada/miscellaneous/nonogram.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/juanjesuslosada/miscellaneous/nonogram.ipynb)|
|Solving simple stochastic optimization problems with AMPL|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/newsvendor/newsvendor.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/newsvendor/newsvendor.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/newsvendor/newsvendor.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/newsvendor/newsvendor.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/newsvendor/newsvendor.ipynb)|
|Steel industry problem|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/steel_lecture.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/steel_lecture.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/steel_lecture.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/steel_lecture.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-lecture/steel_lecture.ipynb)|
|Sudoku Generator|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/sudoku_gen.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/sudoku_gen.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/sudoku_gen.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/sudoku_gen.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/puzzles/sudoku_gen.ipynb)|
|Supply chain network|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/supply_chain_simple_routes.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/supply_chain_simple_routes.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/supply_chain_simple_routes.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/supply_chain_simple_routes.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/supply_chain_simple_routes.ipynb)|
|Transportation problem|[](https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/transp_lecture.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/transp_lecture.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/ampl-lecture/transp_lecture.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/ampl-lecture/transp_lecture.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/ampl-lecture/transp_lecture.ipynb)|
|Travelling Salesman Problem with subtour elimination|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/callbacks/tsp_simple_cuts_generic.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/callbacks/tsp_simple_cuts_generic.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/mapgccv/callbacks/tsp_simple_cuts_generic.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/callbacks/tsp_simple_cuts_generic.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/mapgccv/callbacks/tsp_simple_cuts_generic.ipynb)|
|Unit Commitment Problem with AMPL and Python - Power Grid Lib|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/pglib_uc/pglib_uc.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/pglib_uc/pglib_uc.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/nfbvs/pglib_uc/pglib_uc.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/pglib_uc/pglib_uc.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/nfbvs/pglib_uc/pglib_uc.ipynb)|
|Unit Commitment for Electrical Power Generation|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/unit_commitment.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/unit_commitment.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/unit_commitment.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/unit_commitment.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/gomfy/energy/unit_commitment.ipynb)|
|VPSolver: Cutting & Packing Problems|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/vpsolver/vpsolver.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/vpsolver/vpsolver.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/vpsolver/vpsolver.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/vpsolver/vpsolver.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/vpsolver/vpsolver.ipynb)|
|Warehouse location and transport|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/warehouse_location.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/warehouse_location.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/warehouse_location.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/warehouse_location.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/marcos-dv/supply_chain/warehouse_location.ipynb)|
|amplpy setup & Quick Start|[](https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/quickstart.ipynb)|[](https://colab.research.google.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/quickstart.ipynb)|[](https://kaggle.com/kernels/welcome?src=https://github.com/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/quickstart.ipynb)|[](https://console.paperspace.com/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/quickstart.ipynb)|[](https://studiolab.sagemaker.aws/import/github/ampl/colab.ampl.com/blob/master/authors/fdabrandao/examples/quickstart.ipynb)|
## License
MIT
***
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