ML-DL Research Bootcamp

Master Machine Learning &
Deep Learning

Work on impactful research projects. Present at top-tier conferences. Create tangible impact on your career with a guided journey from foundations to publication.

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Impactful Research

Work on real-world problems

Present

At top-tier conferences

Publish

Impactful research papers

Career Growth

Tangible portfolio impact

Curriculum: Foundations to Neural Networks

A guided 6-week journey from Python basics to advanced Deep Learning.

Week 1

Python Foundations

Mastering the tools of the trade. From basic types to matrices from scratch.

  • OOP in ML
  • NumPy & Pandas
  • Matplotlib/Seaborn
  • Plotly
Week 2

ML Foundations

Understanding the 6 steps of an ML project and building your first classifiers.

  • Types of ML
  • Perceptron
  • Scikit-learn
  • Linear Classifiers
Week 3

Regression & Optimization

Logistic regression, gradient descent, and regularization techniques.

  • Cross-Entropy
  • L1/L2 Regularization
  • Ridge Regression
  • Interview Recap
Week 4

Decision Trees

Construction, pruning, and applying trees to regression and classification tasks.

  • Gini Impurity
  • Tree Pruning
  • Classification Trees
  • Interview Prep
Week 5

Neural Networks – Part I

Building NumPy neurons/layers from scratch. Understanding forward pass and backprop.

  • Forward Pass
  • Activations
  • Chain Rule
  • Single Neuron Backprop
Week 6

Neural Networks – Part II

Advanced optimization, regularization, and capstone projects.

  • Adam/RMSProp
  • Dropout
  • MNIST Fashion Project
  • California Housing

Bootcamp Research Process

The proven 8-step roadmap to publication.

1

Identify Area of Interest

2

Formulate Problem

3

Hypothesize Models

4

Experiments

5

Validate Hypothesis

6

Synthesize Results

7

Scientific Write-up

8

Publication Process

Enroll in the Bootcamp

Invest in your future as an AI Researcher.

ML-DL Research Bootcamp

By AIAI Mentors
Rs. 125,000

Complete Course Bundle

  • 6-Week Foundational Training
  • Guided Research Project
  • Publication Support
  • Lifetime Community Access
Enroll Now