Welcome to Machine Learning Study Bootcamp brought to you by Google DSC Quantum University !
This intensive program is designed to provide you with a comprehensive foundation in the principles and techniques of machine learning.
Over the course a week, our team will guide you through a series of lectures, discussions, and practical exercises, covering a wide range of topics including supervised learning, unsupervised learning, deep learning, natural language processing, reinforcement learning, computer vision, etc.
Whether you are a beginner or an experienced data scientist, this Bootcamp will help you take your skills to the next level. You will learn how to build and train machine learning models using popular libraries such as TensorFlow and Scikit-Learn, work with real-world datasets, and gain the insight needed to be a ML Practitioner.
At the end of the Bootcamp, you will receive a certificate of completion and have the skills and knowledge needed to apply machine learning techniques to real-world problems, with exciting prizes !
Agenda for Day 3 was :
Data Preprocessing
- Data ?
- Understanding the dataset and its features
- Data cleaning and preprocessing techniques
- Model development outline (Steps to follow to develop models)
Coding Session:
- Rough introduction to Linear Regression
- Linear Regression Coding
Agenda for Day 4 ? 🤔
Supervised Learning
- Introduction to supervised learning
- Regression and classification algorithms (e.g., linear regression, logistic regression, decision trees, K-nearest neighbors)
- Model evaluation techniques (e.g., accuracy, precision, F1-score)
- Used cases (hint to projects)
Coding Session:
- Implementing an algorithm
- Hands-on experience with real datasets (using a classification project)
Date : 11th May, 2023
Time : 2:30 PM - 4:15 PM
Venue : C-305 (COMPUTER LAB)
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