Happy Diwali Gift: Pre-book any course for just ₹49 · ₹49 is adjusted in your fee Ends in --d --h --m --s The Diwali ₹49 pre-booking offer has ended. New batches are open for enquiry. Pre-book ₹49
3rd Floor, Sahay Complex, Near IIM Tiraha, Lucknow | Admissions Open 2026–27
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AI & Generative AI

Machine Learning Course in Lucknow & Online

Specialization program.

Course at a glance
Machine Learning at BPST Academy, Lucknow is a 4 months course covering Maths & Statistics, Data Preparation, Regression & Classification, Unsupervised Learning. It suits engineering / CS / maths students targeting ML engineer roles. Classes run in the Lucknow classroom and live online. Until Diwali (8 Nov 2026) you can pre-book a seat for ₹49, adjusted in the course fee.
Duration
4 Months
Level
Python basics required
Mode
Classroom · Online
Pre-book
₹49 till Diwali
Diwali gift
₹49

Reserve your seat in the next Machine Learning batch. Adjusted in your course fee.

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What Is the Machine Learning Course?

A rigorous, hands-on ML course — maths intuition, classical algorithms, model evaluation, deep learning basics and deployment.

Who is it for?

Engineering / CS / maths students targeting ML engineer roles.

Prerequisites

Python basics required

Machine Learning Syllabus — Module by Module

Module 01
Maths & Statistics
  • Vectors & matrices
  • Probability & distributions
  • Descriptive stats
  • Gradient descent
Module 02
Data Preparation
  • EDA with Pandas
  • Missing values & outliers
  • Encoding & scaling
  • Feature engineering
Module 03
Regression & Classification
  • Linear, polynomial, logistic
  • KNN, Naive Bayes, SVM
  • Decision trees
  • Random forest & XGBoost
Module 04
Unsupervised Learning
  • K-means
  • Hierarchical clustering
  • PCA
  • Recommendation systems
Module 05
Model Evaluation
  • Train/test, cross-validation
  • Accuracy, precision, recall, F1
  • ROC-AUC
  • Hyper-parameter tuning
Module 06
Deep Learning & MLOps
  • Neural networks
  • Keras / TensorFlow
  • Model serving with FastAPI
  • Deploy on cloud

Projects, Outcomes & Tools

Projects you build

  • Loan-approval predictor
  • Movie recommender
  • Handwritten digit recognizer

You will be able to

  • Choose, train and tune the right algorithm
  • Evaluate models with correct metrics
  • Build a neural network
  • Deploy an ML model as an API

Tools & tech

PythonScikit-learnXGBoostTensorFlowKerasPandasFastAPI

BPST ML Certificate

How Is Machine Learning Taught at BPST Academy?

Every batch follows our simulated software-company model: fundamentals first, daily hands-on coding, team formation with real roles, Agile sprints with daily stand-ups, code reviews, testing and live deployment — guided by working IT professionals who act as your project managers.

Daily hands-on practice

Write and debug code in every session, not just watch slides.

Mentor as project manager

Sprints, pull-request reviews and deadlines like a real team.

Live, demo-able projects

Your work goes on GitHub and a live URL recruiters can open.

Machine Learning — Frequently Asked Questions

Machine Learning runs for 4 Months. You can study in the Lucknow classroom (3rd Floor, Sahay Complex, Near IIM Tiraha) or join the same batch live online from anywhere in India.

Engineering / CS / maths students targeting ML engineer roles. Prerequisite: Python basics required

The course fee depends on the duration and mode you choose and is shared with you on WhatsApp right after pre-booking. As a Diwali gift, you can reserve your seat for just ₹49 until 8 November 2026 (23:59 IST). The ₹49 is adjusted in your course fee.

Yes. BPST ML Certificate. You also leave with project work you can show to employers.

Yes — we provide job assistance: resume and LinkedIn/Naukri profile reviews, mock technical and HR interviews, and relevant interview opportunities. We do not make placement-guarantee claims; we make sure your skills and portfolio are genuinely job-ready.

Last updated 2026-09-25

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