Summer-Analytics-2023-by-IIT-Guwahati

A PRIMER COURSE ON DATA SCIENCE AND MACHINE LEARNING.

For 6 Weeks with Projects and Hackathon.

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Any Contribution is welcome.

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Consulting & Analytics Club, IIT Guwahati, widely known as C&A, is a premier student group operating under the Technical Board of IIT Guwahati since 2016.

• Website

• LinkedIn

• GitHub

• YouTube

Week 1

Introduction to Python and Python Libraries

• Basics of Python
• NumPy
• Pandas
• Data Analysis and Visualisation

Week 2

ML Algorithms

• Handling Missing Values
• Types of Machine Learning
• Linear Regression
• Logistic Regression
• Cost Function
• Gradient Ascent

Week 3

Model Tuning

• Generalisation
• Overfitting and Underfitting
• Support Vector Machines
• The Confusion Matrix
• Evaluation Metrics

Week 4

Tree-based Algorithms

• Tree-Based Models
• Gradient Boosting
• Feature Selection & Engineering
• Hyperparameter Tuning

Week 5

Neural Networks

• Introduction to Deep Learning
• Unsupervised Learning
• Dimensionality Reduction
• K Means Clustering

Week 2-6

Webinars, AMA Sessions & Hackthons

• Webinars by Industrial Experts
• Hackathons
• Weekly Discussions