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awesome-data-science-refs
Data Science reference material
https://github.com/mleng-shared/awesome-data-science-refs
- The Complete Guide to AUC and Average Precision
- GridSearchCV 2.0 — New and Improved
- Explain Your Model with the SHAP Values
- Houston Area Machine Learning Meetup
- Machine Learning in Python, SMU
- Linear Regression with NumPy
- Analyzing Customer Attrition in Subscription Models
- Survival Analysis (Lifelines)
- Learning Deep Learning
- Dive into Deep Learning
- Stochastic Weight Averaging in PyTorch
- LSTM is dead. Long Live Transformers!
- PDF Table Extraction with Keras-RetinaNet
- Text Classification with NLP: Tf-Idf vs Word2Vec vs BERT
- Deep Learning (Goodfellow-et-al-2016)
- Understanding Convolutions
- Convolutional Neural Networks for Visual Recognition
- Variational Autoencoders Explained
- Principles of training multi-layer neural network using backpropagation
- GloVe: Global Vectors for Word Representation
- 3 Pandas Trick to Easing Your Data Life
- Do You Know Python Has A Built-In Database?
- How to rewrite your SQL queries in Python with Pandas
- Learn Pandas
- Anomaly detection for streaming data using autoencoders
- Intuitive Understanding of the Fourier Transform and FFTs
- Sktime: a Unified Python Library for Time Series Machine Learning
- Rapids.ai (NVIDIA)
- Travis CI
- Creating End-to-End MLOps pipelines using Azure ML and Azure Pipelines
- MLOps on Azure
- Pachyderm: Data Versioning, Data Pipelines, and Data Lineage
- MLflow Documentation
- Using MLFlow and Docker to Deploy Machine Learning Models
- Deploy MLflow with docker compose
- Autoviz: Automatically Visualize any Dataset
- Voila
- Vim Cheatsheet
- Vim Tutorial Videos (TheFrugalComputerGuy)
- Learn vim For the Last Time: A Tutorial and Primer
- Resolving merge conflicts with vimdiff)
- Tmux Cheat Sheet & Quick Reference
Programming Languages
Keywords
python
2
data-science
2
anomalydetection
1
autoencoder
1
lstm
1
onlinelearning
1
timeseries
1
college
1
machine-learning
1
cox-regression
1
maximum-likelihood
1
reliability-analysis
1
statistics
1
survival-analysis
1
azureml
1
mlops
1
analytics
1
big-data
1
containers
1
data-analysis
1
distributed-systems
1
docker
1
go
1
kubernetes
1
pachyderm
1
dashboarding
1
jupyter
1
jupyter-notebook
1
jupyterlab-extension
1