PTN-107: Artificial Intelligence, Data Science and Machine Learning with Python
The Artificial Intelligence, Data Science and Machine Learning with Python training program discuss the latest machine learning algorithms while also covering the common threads that can be used in the future for learning a wide range of algorithms.
Module 1: Introduction to Artificial Intelligence and Machine Learning
Module 2: Techniques of Machine Learning
Module 3: Mathematics & Statistics Refresher
Module 4: Accessing/Importing and Exporting Data
Module 5: Introduction to NumPy, Pandas
Module 6: Data Cleaning- Manipulation
Module 7: Data Analysts-Visualization
Module 8: Linear Regression
Module 9: Logistic Regression
Module 10: Time Series Forecasting
Module 11: Decision Trees
Module 12: Ensemble Learning
Module 13: Naive Bayes
Module 14: Model Evaluation, Improvements & Performance Metrics
Module 15: Kernel Learning
Module 16: Support Vector Machines
Module 17: Unsupervised Learning: Segmentation
Module 18: Natural Language Processing
Module 19: Deep Learning - Artificial Neural Networks (ANN)
Module 20: End to End ML Implementation and Use Case specific discussions