TECHNOLOGY SOLUTION MODULE Total Duration 30hrs Lesson 01 – Overview Data Science Lesson 02 – Statistical Data Analysis Lesson 03 – Python Environment Setup and Essentials Lesson 04 – Mathematical Computing with Python (NumPy) Lesson 05 – Scientific computing with Python (Scipy) Lesson 06 – Data Manipulation with Pandas Lesson 07 – Machine Learning with Scikit–Learn Lesson 08 – Data Visualization in Python using matplotlib Lesson 09 – Web Scraping with Beautiful Soup Lesson 10 – Python integration with Hadoop MapReduce and Spark Total Duration 30hrs Lesson 01 – Overview of Big Data Lesson 02 – Using Big Data in Businesses Lesson 03 – Technologies for Handling Big Data Lesson 04 – Understanding Hadoop Ecosystem Lesson 05 – Dig Deep to fundamental of Map Reduce and HBase Lesson 06 – Understanding Big Data Technology Foundations Lesson 07 – Databases and Data Warehouses Lesson 08 – Learn to Process Data using Map Reduce Lesson 09 – Learn Hadoop YARN Architecture Lesson 10 – Learn NoSQL Data Management Total Duration 30hrs Lesson 01- Introduction to AI and Machine Learning Lesson 02- Data Preprocessing Lesson 03- Supervised Learning Lesson 04- Feature Engineering Lesson 05 -Supervised Learning Classification Lesson 06- Unsupervised Learning Lesson 07 -Time Series Modeling Lesson 08 -Ensemble Learning Lesson 09 -Recommender Systems Lesson 10 -Text Mining Total Duration 30hrs Lesson 01 – Introduction to Artificial Intelligence Lesson 02 – Decoding Artificial Intelligence Lesson 03 – Fundamentals of Machine Learning Lesson 04 -Types of Machine Learning Lesson 05 – Algorithms of Machine Learning Lesson 06 – Fundamentals of Deep Learning Lesson 07 – Artificial Neural Network Lesson 08 – Machine Learning Workflow Lesson 09 – Performance Metrics Lesson 10 – Accuracy and Precision Total Duration 30hrs Lesson 01 – Introduction to Artificial Intelligence Lesson 02 – Decoding Artificial Intelligence Lesson 03 – Fundamentals of Machine Learning Lesson 04 -Types of Machine Learning Lesson 05 – Algorithms of Machine Learning Lesson 06- Data Preprocessing Lesson 07- Supervised Learning Lesson 08 – Using Big Data in Businesses Lesson 09 – Technologies for Handling Big Data Lesson 10 – Understanding Hadoop Ecosystem