Since 2015 — Leading in Data Training
AVERRAInsight. Trust. Impact.
Back to courses
Detailed 2026 curriculumData Science & AI with Gen AI training at Averra Data

Online Data Science ML Course in Pune, Mumbai

End-to-end ML workflow from statistical foundations to model deployment on cloud. Updated with AutoML, explainable AI (XAI), and MLflow-based experiment tracking.

Course overview

This Data Science & AI with Gen AI course is designed for learners across India who want practical, job-focused training in Machine Learning, Deep Learning, AI Tools, LLMs. Averra combines live guidance, structured lessons, labs, assessments, and counseling so you can move from fundamentals to portfolio-ready skills.

Who this course is for

Clear fitment for students, graduates, and professionals choosing a Data or AI learning path.

Best suited for

  • Professionals who already know the basics and want deeper practical skills
  • Learners preparing for portfolio projects, interviews, and applied workplace use
  • Analysts, engineers, and managers who need advanced implementation and governance depth

Prerequisites

  • Basic comfort with data, spreadsheets, or programming concepts
  • Willingness to complete labs and portfolio assignments
  • A laptop for practice sessions and project work

What you'll learn

Core outcomes and practical skills covered across this course.

Machine Learning
Deep Learning
AI Tools
LLMs
AI Agents
Linear Algebra for ML
Probability for ML
Statistical Inference
Data Preprocessing Pipeline
Feature Engineering
Feature Selection
Linear & Polynomial Regression

Tools covered

  • NumPy
  • TensorFlow
  • LLMs
  • Docker

Career outcomes

  • Data Scientist
  • Machine Learning Engineer
  • ML Analyst
  • Modeling Associate

Course curriculum

8 focused modules with 16 hands-on lab areas and 4 updated 2025/26 topic markers.

01

Math & Statistics Refresher

3 lectures covering Linear Algebra for ML, Probability for ML, Statistical Inference

02

Data Preprocessing & Feature Engineering

3 lectures covering Data Preprocessing Pipeline, Feature Engineering, Feature Selection

03

Supervised Learning — Regression

3 lectures covering Linear & Polynomial Regression, Ridge, Lasso & ElasticNet, Decision Trees & Ensemble Regression

04

Supervised Learning — Classification

4 lectures covering Logistic Regression, SVM & Naive Bayes, Random Forest & Gradient Boosting

05

Unsupervised Learning

New 2025/26

3 lectures covering K-Means & Hierarchical Clustering, Dimensionality Reduction, Anomaly Detection

06

Advanced Topics

New 2025/26

4 lectures covering Time Series Forecasting, NLP Fundamentals, Neural Networks & Deep Learning Intro

07

Explainability & Responsible ML

New 2025/26

2 lectures covering Explainable AI (XAI), Bias, Fairness & Ethics in ML

08

Model Deployment & MLOps Basics

3 lectures covering MLflow for Experiment Tracking, Serving Models with FastAPI, Capstone: ML End-to-End Project

Averra Data, Pirangut

Talk to Averra before choosing your course

Averra Data provides course counseling and online training support for learners across India. Share your background, preferred schedule, and career goal, and our team will help you choose the right Data, Analytics, AI, Python, SQL, Governance, or Cloud path.

Book Counseling

Related Averra courses

Explore connected courses that build naturally from this learning path.

Data Science & AI with Gen AI FAQs

Answers to common questions about fitment, tools, certification and enrollment.

Who should join the Data Science & AI with Gen AI course?

Data Science & AI with Gen AI is suitable for professionals who already know the basics and want deeper practical skills, learners preparing for portfolio projects, interviews, and applied workplace use, analysts, engineers, and managers who need advanced implementation and governance depth.

What tools and topics are covered in Data Science & AI with Gen AI?

The course covers Machine Learning, Deep Learning, AI Tools, LLMs, AI Agents with practical exposure to NumPy, TensorFlow, LLMs, Docker.

Does Averra provide a certificate for Data Science & AI with Gen AI?

Included after completing the required learning activities, labs, and assessments.

What career roles can this course help with?

This path can support preparation for roles such as Data Scientist, Machine Learning Engineer, ML Analyst and related data or AI positions.

How can I enroll in the Data Science & AI with Gen AI course?

Use the Enroll Now or Book Counseling option to share your details. The Averra team will confirm the right batch, schedule, and next steps.

WhatsApp