Summer Training Program : Artificial Intelligence & Machine Learning

Summer Training Program: Artificial Intelligence & Machine Learning

Duration: 2 months (From the date of registration)

Star Benefit

1. Referral for Internship
2. Recommendation Letter to work as research intern (paid) 

Overview

Our Summer Training Program in Artificial Intelligence (AI) and Machine Learning (ML) is designed to provide comprehensive, hands-on training in the latest AI and ML technologies. This intensive program is perfect for students, professionals, and enthusiasts eager to gain practical skills and knowledge in this cutting-edge field.

Key Features

Duration: 8 weeks

Format: Online and in-person options available

Prerequisites: Basic knowledge of programming (preferably Python) and a strong interest in AI/ML

Curriculum

Introduction to AI and ML

Understanding AI: History, concepts, and applications

Fundamentals of Machine Learning: Supervised, unsupervised, and reinforcement learning

Programming with Python

Python basics and libraries for AI/ML: NumPy, pandas, matplotlib

Introduction to Jupyter Notebooks for data analysis

Data Preprocessing and Visualization

Data cleaning and preparation

Visualizing data with tools like matplotlib and seaborn

Supervised Learning

Regression and classification algorithms

Decision trees, random forests, and support vector machines

Unsupervised Learning

Clustering algorithms: k-means, hierarchical clustering

Dimensionality reduction techniques: PCA, t-SNE

Neural Networks and Deep Learning

Introduction to neural networks and backpropagation

Building and training deep learning models with TensorFlow and Keras

Natural Language Processing (NLP)

Text processing and sentiment analysis

Using NLP libraries like NLTK and spaCy

Model Evaluation and Optimization

Evaluating model performance: Cross-validation, confusion matrix, ROC curves

Hyperparameter tuning and model optimization techniques

AI and ML in Practice

Case studies and real-world applications

Hands-on projects and capstone project to solve a real-world problem

Learning Outcomes

By the end of the program, participants will:

Gain a solid foundation in AI and ML concepts and techniques

Develop the ability to preprocess and visualize data effectively

Learn to build, train, and evaluate various ML models

Acquire practical experience through hands-on projects and real-world case studies

Be prepared to apply AI and ML skills in academic, professional, or personal projects

Certification

All Registered Participants will receive a certificate, demonstrating their proficiency in AI and ML.

Join our Summer Training Program and take the first step towards mastering Artificial Intelligence and Machine Learning!