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Intermediate Level8 Weeks Duration

Machine Learning Bootcamp

Intensive hands-on training in ML algorithms and real-world applications. Build, train, and deploy production-ready machine learning models.

Duration

8 weeks intensive

20+ hours/week

Class Size

Max 15 participants

1:1 mentoring included

Format

Hands-on projects

Live coding sessions

Certification

Professional certificate

Portfolio projects

Bootcamp Overview

What You'll Master

Supervised & Unsupervised Learning

Master classification, regression, clustering, and dimensionality reduction

Neural Networks & Deep Learning

Build and train CNNs, RNNs, and transformer models

Model Training & Evaluation

Advanced techniques for optimisation, validation, and testing

Production Deployment

Deploy models using MLOps best practices and cloud platforms

Who Should Attend

  • Software developers transitioning to ML
  • Data analysts advancing their skills
  • Engineers interested in AI/ML
  • Technical professionals seeking career change
  • Recent graduates in STEM fields

Prerequisites

Basic programming experience (Python preferred), understanding of statistics and linear algebra helpful but not required.

8-Week Curriculum

WEEKS 1-2

Foundation & Core Algorithms

  • Python for ML & data manipulation
  • Linear & logistic regression
  • Decision trees & random forests
  • Support vector machines
WEEKS 3-4

Advanced Techniques

  • Ensemble methods & boosting
  • Clustering algorithms
  • Dimensionality reduction
  • Feature engineering
WEEKS 5-6

Deep Learning

  • Neural network fundamentals
  • Convolutional Neural Networks
  • Recurrent Neural Networks
  • Transfer learning
WEEKS 7-8

Production & Projects

  • Model deployment strategies
  • MLOps & monitoring
  • Cloud ML platforms
  • Capstone project

Real-World Projects

🎯

Predictive Analytics

Build a customer churn prediction system using ensemble methods

🖼️

Computer Vision

Create an image classification system using CNNs

💬

NLP Application

Develop a sentiment analysis tool for social media data

📊

Time Series

Forecast sales using LSTM neural networks

🤖

Recommendation System

Build a collaborative filtering recommender

🚀

Capstone Project

End-to-end ML solution of your choice

Tools & Technologies

Languages

Python, SQL, R

Libraries

TensorFlow, PyTorch, Scikit-learn, Pandas

Platforms

AWS, Google Cloud, Azure ML

Tools

Jupyter, Git, Docker, MLflow

Investment

$3,999
Full bootcamp access
64 hours of live instruction
6 real-world projects
1:1 mentoring sessions
Career support & guidance
Lifetime access to materials
Professional certification

Payment plans available • Early bird discount 20% off

Upcoming Bootcamps

February 2025 Cohort

Starts February 3, 2025

Only 3 spots left!

April 2025 Cohort

Starts April 7, 2025

Registration open

Need more information? Schedule a consultation with our advisors.