i3indya™ Technologies presents Practical Training on Machine Learning.
i3indya Technologies presents complete hands on training in Machine Learning (Using Python). This course is designed to clear your concepts in machine learning using complete practical approach. You will develop various interesting & innovative projects during this course.
Yes! You can Do This Course at Your Home by watching online video lecture's. see details here
Module | Topics |
---|---|
1 |
Introduction to Python Basics of Pythonprogramming Introduction to DataScience Environment Setup Jupyter Overview Python All Basics Python for Data Analysis – Numpy Python for Data Analysis – Pandas Examples of Pandas Python for Data Visualization – Matplotlib Python for Data Visualization – Seaborn Python for Data Visualization – Pandas Built - in Data Visualization Python for Data Visualization – Plotly and Cufflinks Python for Data Visualization – Geographical Plotting Data Capstone Project Aquick refresh on basic intermediate maths: Linear Algebra (Vectors, Matrix, EigenValues) Probability and Statistics |
2 |
Hypothesis testing Optimization Introduction to Machine Learning Linear Regression Cross Validation and Bias - Variance Tradeoff Logistic Regression KNearest Neighbors Decisions Trees and Random Forests Support Vector Machines Kmeans Clustering Principal Component Analysis Recommender systems Natural Language Processing Big Data and Spark with Python Neural Netsand Deep Learning |
Basic knowledge of Python Programming
Basics of Machine Learning Algorithms
It is strongly recommended to bring your own LAPTOP during the training so that you can easily practice the exercises at home.
College students seeking career in Machine Learning
Person having interest in Pythong and ML.
Computer Science and Information Technology students.
Students from any branch can attend the training program.