Instructors: Nandhini S
Validity Period: 90 days
Why this course?
About the Machine Learning Course
Machine learning is a method of data analysis that automates analytical model building. It is a branch of artificial intelligence. A lot of opportunities are out there in the field of ml and AI in India. People already using machine learning in fields of image processing, pattern analysis, marketing, data analysis have a pretty good future in India. The Machine Learning workshop provides the participants technical training on the concepts and Machine Learning algorithms to develop the code. Participants will also learn to use different Python libraries. Instruction cum aided with live projects which will allow students to grasp concepts of the complete machine learning development life cycle.
Day 1- Python Programming – Fundamentals
Day 2- Python – Tools | Syntaxes & Data Structures
Day 3- Machine Learning Course Concepts
Day 4- Pandas Library - Introduction
Day 5- Pandas – Data Structures
Day 6- NumPy library - Array Operations | Mathematical Functions
Day 7- NumPy - Sort, Search, and Counting Functions | Byte Swapping
Day 8- Matplotlib, Histogram Using Matplotlib | I/O With NumPy
Day 9- Matplotlib Library - Introduction, Py plot API | Types Of Plots
Day 10- Seaborn Library
Day 11- Sklenar Library
Day 12- Google Collab Notebook
Day 13- Data Preparation & Visualization
Day 14- Data Normalization Techniques
Day 15- Introduction to supervised learning algorithms.
Day 16-Liver Disease Prediction – Logistic Regression
Day 17-Flower Species Identification – SVM Algorithm.
Day 18-Fake news detection – Naïve Baye’s
Day 19-Android malware - Decision tree Algorithm.
Day 20- Creditcard Fraud detection – Random Forest Algorithm
Day 21- Employee Salary Prediction - Linear Regression Algorithm
Day 22- Advertisement and Sales Prediction – Multiple Linear Regression Algorithm.
Day 23- Agriculture Price Prediction – Random Forest Regression.
Day 24- Flower Species Data Visualization - PCA
Day 25- Market Basket Analysis - APRIARI
Day 26- Hate Speech Detection - NLTK
Day 27 – Loan Prediction Problem - XGBoost
Day 28-Movie Review Classification- RNN
Day 29-Digits Classification - CNN
Day 30-AI – Cart Pole – Reinforcement Learning
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