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Detailed 2026 curriculumData Science & AI with Gen AI training at Averra Data

Data Science ML Online Course

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

Based in Pune, Averra delivers this Data Science & AI with Gen AI course online to learners worldwide. Build practical, job-focused skills in Machine Learning, Deep Learning, AI Tools and LLMs through guided lessons, labs, assessments and counseling.

Who this course is for

A good fit 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 and Statistical Inference

02

Data Preprocessing & Feature Engineering

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

03

Supervised Learning — Regression

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

04

Supervised Learning — Classification

4 lectures covering Logistic Regression, SVM & Naive Bayes, Random Forest & Gradient Boosting and Model Evaluation & Selection

05

Unsupervised Learning

New 2025/26

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

06

Advanced Topics

New 2025/26

4 lectures covering Time Series Forecasting, NLP Fundamentals, Neural Networks & Deep Learning Intro and AutoML & No-Code ML

07

Explainability & Responsible ML

New 2025/26

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

08

Model Deployment & MLOps Basics

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

Pune office · Online learning worldwide

Talk to Averra before choosing your course

Our physical office is in Pune, but course delivery and counseling are online. Share your background, preferred schedule and career goal to choose the right Data, Analytics, AI, Python, SQL, Governance or Cloud path from anywhere.

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Data Science & AI with Gen AI FAQs

Answers to common questions about who the course suits, 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; and 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 and AI Agents, with practical exposure to NumPy, TensorFlow, LLMs and Docker.

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

Yes. A certificate is 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 and ML Analyst, as well as 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. Averra Data will confirm the right batch, schedule and next steps.

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