{"id":13751063,"url":"https://github.com/labex-labs/practice-ml-programming-projects","last_synced_at":"2025-05-04T06:32:05.598Z","repository":{"id":243015052,"uuid":"811225456","full_name":"labex-labs/practice-ml-programming-projects","owner":"labex-labs","description":"Practice Machine Learning Programming Projects | This repo collects 17 of programming projects for Machine Learning. Machine Learning is transforming industries across the globe. This Skill Tree presents a systematic approach to learning ML concepts and techniques. 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This Skill Tree presents a systematic approach to learning ML concepts and techniques. Designed for beginners, it provides a clear roadmap to understand algorithms, model training, and data analysis. Hands-on, non-video courses and practical exercises in an interactive ML playground ensure you develop real-world skills in building and deploying machine learning models.\n\n|   Index | Name                                                                                                                                                | Level   | Project Link                                                                                        |\n|---------|-----------------------------------------------------------------------------------------------------------------------------------------------------|---------|-----------------------------------------------------------------------------------------------------|\n|      01 | [Deploying MobileNet With TensorFlow.js and Flask](https://labex.io/courses/project-deploying-mobilenet-with-tensorflowjs-and-flask)                | ★☆☆     | [🚀 Start](https://labex.io/courses/project-deploying-mobilenet-with-tensorflowjs-and-flask)         |\n|      02 | [Deploying a Simple TensorFlow Model](https://labex.io/courses/project-deploying-a-simple-tensorflow-model)                                         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-deploying-a-simple-tensorflow-model)                     |\n|      03 | [Classifying Iris Using SVM](https://labex.io/courses/project-classifying-iris-using-svm)                                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-classifying-iris-using-svm)                              |\n|      04 | [Broad Listening Leads to Insight](https://labex.io/courses/project-broad-listening-leads-to-insight)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-broad-listening-leads-to-insight)                        |\n|      05 | [Implementing Confusion Matrix for Classification](https://labex.io/courses/project-create-confusion-matrix)                                        | ★☆☆     | [🚀 Start](https://labex.io/courses/project-create-confusion-matrix)                                 |\n|      06 | [Data Cleaning and Purification with Python](https://labex.io/courses/project-csv-data-purification)                                                | ★☆☆     | [🚀 Start](https://labex.io/courses/project-csv-data-purification)                                   |\n|      07 | [Divide Dataset Into Mini-Batches](https://labex.io/courses/project-divide-dataset-into-mini-batches)                                               | ★☆☆     | [🚀 Start](https://labex.io/courses/project-divide-dataset-into-mini-batches)                        |\n|      08 | [Early Stopping for Machine Learning](https://labex.io/courses/project-early-stopping)                                                              | ★☆☆     | [🚀 Start](https://labex.io/courses/project-early-stopping)                                          |\n|      09 | [Encoding Label to One-Hot](https://labex.io/courses/project-encoding-label-to-one-hot)                                                             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-encoding-label-to-one-hot)                               |\n|      10 | [Optimizing Gradient Descent for Global Optimization](https://labex.io/courses/project-haste-makes-waste)                                           | ★☆☆     | [🚀 Start](https://labex.io/courses/project-haste-makes-waste)                                       |\n|      11 | [K-Nearest Neighbors Regression Algorithm Implementation](https://labex.io/courses/project-k-nearest-neighbors-regression-algorithm-implementation) | ★☆☆     | [🚀 Start](https://labex.io/courses/project-k-nearest-neighbors-regression-algorithm-implementation) |\n|      12 | [Linear Regression Fitting and Plotting](https://labex.io/courses/project-linear-regression-fitting-and-plotting)                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-linear-regression-fitting-and-plotting)                  |\n|      13 | [Nonlinear Regression Model Estimation](https://labex.io/courses/project-linear-validation-method)                                                  | ★☆☆     | [🚀 Start](https://labex.io/courses/project-linear-validation-method)                                |\n|      14 | [Implementing Minkowski Distance Metric](https://labex.io/courses/project-implementing-minkowski-distance-metric)                                   | ★☆☆     | [🚀 Start](https://labex.io/courses/project-implementing-minkowski-distance-metric)                  |\n|      15 | [Implementation of Polynomial Regression](https://labex.io/courses/project-polynomial-regression-implementation-and-application)                    | ★☆☆     | [🚀 Start](https://labex.io/courses/project-polynomial-regression-implementation-and-application)    |\n|      16 | [Simple Handwritten Character Recognition Classifier](https://labex.io/courses/project-simple-handwritten-character-recognition-classifier)         | ★☆☆     | [🚀 Start](https://labex.io/courses/project-simple-handwritten-character-recognition-classifier)     |\n|      17 | [Balanced Batch Generation for Imbalanced Datasets](https://labex.io/courses/project-balanced-batch-generation-for-imbalanced-datasets)             | ★☆☆     | [🚀 Start](https://labex.io/courses/project-balanced-batch-generation-for-imbalanced-datasets)       |\n\n## More Projects\n\n- [Linux Programming Projects](https://github.com/labex-labs/practice-linux-programming-projects)\n- [DevOps Programming Projects](https://github.com/labex-labs/practice-devops-programming-projects)\n- [Cybersecurity Programming Projects](https://github.com/labex-labs/practice-cybersecurity-programming-projects)\n- [Python Programming Projects](https://github.com/labex-labs/practice-python-programming-projects)\n- [Docker Programming Projects](https://github.com/labex-labs/practice-docker-programming-projects)\n- [Kubernetes Programming Projects](https://github.com/labex-labs/practice-kubernetes-programming-projects)\n- [Git Programming Projects](https://github.com/labex-labs/practice-git-programming-projects)\n- [Shell Programming Projects](https://github.com/labex-labs/practice-shell-programming-projects)\n- [Java Programming Projects](https://github.com/labex-labs/practice-java-programming-projects)\n- [MySQL Programming Projects](https://github.com/labex-labs/practice-mysql-programming-projects)\n- [MongoDB Programming Projects](https://github.com/labex-labs/practice-mongodb-programming-projects)\n- [Golang Programming Projects](https://github.com/labex-labs/practice-go-programming-projects)\n- [Ansible Programming Projects](https://github.com/labex-labs/practice-ansible-programming-projects)\n- [Jenkins Programming Projects](https://github.com/labex-labs/practice-jenkins-programming-projects)\n- [C Programming Projects](https://github.com/labex-labs/practice-c-programming-projects)\n- [C++ Programming Projects](https://github.com/labex-labs/practice-cpp-programming-projects)\n- [Machine Learning Programming Projects](https://github.com/labex-labs/practice-ml-programming-projects)\n- [Data Science Programming Projects](https://github.com/labex-labs/practice-data-science-programming-projects)\n- [Pandas Programming Projects](https://github.com/labex-labs/practice-pandas-programming-projects)\n- [NumPy Programming Projects](https://github.com/labex-labs/practice-numpy-programming-projects)\n- [scikit-learn Programming Projects](https://github.com/labex-labs/practice-sklearn-programming-projects)\n- [Matplotlib Programming Projects](https://github.com/labex-labs/practice-matplotlib-programming-projects)\n- [Web Development Programming Projects](https://github.com/labex-labs/practice-web-development-programming-projects)\n- [HTML Programming Projects](https://github.com/labex-labs/practice-html-programming-projects)\n- [CSS Programming Projects](https://github.com/labex-labs/practice-css-programming-projects)\n- [JavaScript Programming Projects](https://github.com/labex-labs/practice-javascript-programming-projects)\n- [React Programming Projects](https://github.com/labex-labs/practice-react-programming-projects)\n\n\n## Other Lists\n\n- 🔗 [Machine Learning Free Tutorials](https://github.com/labex-labs/ml-free-tutorials)\n- 🔗 [Awesome Programming Projects](https://github.com/labex-labs/awesome-programming-projects)\n- 🔗 [Awesome Programming Courses](https://github.com/labex-labs/awesome-programming-courses)\n\n","funding_links":[],"categories":["More Projects","Other Lists"],"sub_categories":["PowerShell 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