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| ╔════════╦═════════════════════════════════════════════╦════════════════╦══════════════════╗ | |
| ║ #Week. ║ Topic ║ Note ║ Instructor ║ | |
| ╠════════╬═════════════════════════════════════════════╬════════════════╬══════════════════╣ | |
| ║ 1 ║ An Exhaustive Review on Machine ║ 3 hours ║ Ta ║ | |
| ║ ║ Learning Applications ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 2 ║ Introduction to Statistics for Machine ║ 3 hours ║ Ta ║ | |
| ║ ║ Learning Engineers ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 3 ║ Introduction to Python Programming ║ 3 hours ║ Arm ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 4 ║ Project1: Code Lab: statistics + python ║ 3 hours ║ Arm ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 5 ║ Introduction to essential tools and ║ 3 hours ║ Ta ║ | |
| ║ ║ libraries: Anaconda, NumPy, Pandas, SciPy, ║ ║ ║ | |
| ║ ║ Scikit-Learn, MatPlotLib,and Seaborn ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 6 ║ Project2: Code Lab: basic libraries ║ 3 hours ║ Arm ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 7 ║ Machine Learning Algorithms in Python ║ 12 hours. ║ Ta/Arm ║ | |
| ║ ║(1) Regression: Linear regression, Logistic ║ ║ ║ | |
| ║ ║ regression, ║ ║ ║ | |
| ║ ║(2) Classification: Support Vector Machine, ║ ║ ║ | |
| ║ ║Naive Bayes, Decision Trees, Random Forests ║ ║ ║ | |
| ║ ║(3) Clustering: K-Means, Spectral Clustering ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 8 ║ Project3: Code Lab: ML development, ║ 3 hours ║ Arm ║ | |
| ║ ║ tools and libraries ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 9 ║ Full Stack mobile app development with ║ 3 hours ║ Ta. ║ | |
| ║ ║ Django Backend + React Native Frontend ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 10 ║ Project3: Code Lab: create Door Dash clone ║ 6 hours ║ Arm ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 11 ║ Implementing Machine Learning Algorithms ║ 3 hours ║ Ta ║ | |
| ║ ║ on the developed application ║ ║ ║ | |
| ║════════║═════════════════════════════════════════════║════════════════║══════════════════║ | |
| ║ 12 ║ Project4: Code Lab: ML imlementation ║ 6 hours ║ Arm ║ | |
| ╚════════╩═════════════════════════════════════════════╩════════════════╩══════════════════╝ | |
| Total: 51 hours |
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