AI/ML Bootcamp

Volunteering AI/ML Bootcamp, Purwanchal Campus Institute of Engineering, 2024

As a tutor, I’m thrilled to share that I recently led a dynamic 7-day AI/ML bootcamp at Tribhuvan University, IOE, Purwanchal Campus . Throughout the program, participants delved into practical, hands-on training within a comprehensive learning environment, resulting in their successful completion. It was a rewarding experience witnessing their growth. Thank you everybody who directly or indirectly helped to make it successful. 🙏

Day 1: Kicking off AI/ML Bootcamp with Numpy Basics

Starting our journey into AI and Machine Learning with an introduction to NumPy, a fundamental library for numerical computations in Python.

Day 2: Introducing Pandas: Uncovering Series and DataFrames

Discovering Pandas, a powerful library for data manipulation and analysis, focusing on Series and DataFrames which are essential for handling structured data.

Day 3: Exploring Matplotlib, Seaborn, and Plotly for Exploratory Data Analysis and Statistics

Learning visualization tools like Matplotlib, Seaborn, and Plotly to perform exploratory data analysis (EDA) and delve into basic statistics.

Day 4: Diving into Machine Learning Basics

Exploring the foundational concepts of Machine Learning, including different types of ML algorithms and the overall ML workflow and Pipelines

Day 5: Delving into Regression Algorithms

Deep dive into Regression algorithms for predicting employee salaries, covering data integration, preprocessing, feature engineering, model training, and evaluation metrics specific to regression models.

Day 6: Exploring Classification Algorithms

Understanding various Classification algorithms such as Logistic Regression, SVM, Decision Trees, and Random Forests, along with evaluation metrics and visualization of decision boundaries.

Day 7: Mastering Decision Trees, Random Forests, and K-Means Clustering

Advancing our knowledge by mastering KNN,and K-Means Clustering, important algorithms in supervised and unsupervised learning, to conclude our AI & ML bootcamp on a high note.