Data Science & AI/ Python, Machine Learning, GenAI
Data Science & Data Analytics with Generative AI course in Hadapsar
Comprehensive Data Science and Data Analytics program with Generative AI covering Excel, SQL, Power BI, Tableau, Python, Machine Learning, Deep Learning, NLP, Prompt Engineering, AI tools, and real-world capstone projects.
| Duration | 6 Months |
|---|---|
| Syllabus | 16 modules, 214+ topics |
| Batches | Weekday, evening, weekend, online |
| Free demos | On request |
model = LinearRegression()
model.fit(X_train, y_train)
print(model.score(X_test, y_test))01 / Free demo
Data Science & Data Analytics with Generative AI demo days at Hadapsar
Sit in a live class after college or work, meet the trainer and ask anything before you decide.
The next Data Science & Data Analytics with Generative AI demo date is being finalised.
Share your number and the counsellor will fit you into the next demo class at Hadapsar or online, usually within the week.
02 / Roadmap
Data Science & Data Analytics with Generative AI syllabus in three phases
16 modules and 214+ topics, in the order they are taught. Open any module to see every topic. Updated .
Phase 1: Foundations
Core concepts and the language or tools everything else builds on.
Excel for Data Analytics + AI
23 topics
Excel Fundamentals
- Excel Interface
- Data Types
- Data Cleaning
- Sorting and Filtering
- Data Formatting
Core Functions
- IF Function
- SUMIFS
- COUNTIFS
- VLOOKUP
- XLOOKUP
- INDEX MATCH
- Text Functions
- Date Functions
Advanced Excel
- Pivot Tables
- Pivot Charts
- Conditional Formatting
- Data Validation
- Power Query Basics
- Excel Dashboards
AI Tools for Excel
- ChatGPT
- SheetGPT
- OpenAI API
- AI-Powered Analytics Summaries
SQL for Data Analytics + AI
26 topics
SQL Fundamentals
- Database Concepts
- SELECT Queries
- WHERE Clause
- ORDER BY
- LIMIT
Data Filtering
- AND / OR
- BETWEEN
- IN
- LIKE
Aggregation and Joins
- COUNT
- SUM
- AVG
- GROUP BY
- HAVING
- INNER JOIN
- LEFT JOIN
- RIGHT JOIN
- FULL JOIN
Advanced SQL
- Subqueries
- Window Functions
- CTE
- Ranking Functions
AI Tools for SQL
- SQLBuilder
- ChatGPT for SQL Debugging
- Auto Query Generation
- SQL Optimization
Power BI
12 topics
Power BI Fundamentals
- Power BI Interface
- Data Import
- Data Transformation
- Data Modeling
- Relationships
DAX
- CALCULATE
- FILTER
- SUMX
- Time Intelligence
Visualization
- KPI Dashboards
- Business Reports
- Interactive Charts
Tableau
8 topics
Tableau Fundamentals
- Tableau Interface
- Data Connections
- Calculated Fields
- Filters and Parameters
Visualizations
- Heat Maps
- Geo Maps
- Trend Charts
- Story Dashboards
Python for Data Analytics + AI
18 topics
Python Basics
- Variables
- Data Structures
- Loops
- Functions
- Conditional Statements
Python Libraries
- NumPy
- Pandas
- Matplotlib
- Seaborn
Data Processing
- Data Cleaning
- Missing Value Handling
- Data Transformation
Exploratory Data Analysis
- Distribution Analysis
- Correlation Analysis
- Trend Detection
AI-Driven Python Analytics
- AI-Assisted Code Generation
- Data Visualization Scripts
- Debugging with ChatGPT
Statistics for Data Analytics
19 topics
Descriptive Statistics
- Mean
- Median
- Mode
- Variance
- Standard Deviation
- Percentiles
Probability and Distributions
- Normal Distribution
- Binomial Distribution
- Poisson Distribution
Hypothesis Testing
- Z-Test
- T-Test
- Chi-Square Test
- ANOVA
Regression
- Correlation
- Linear Regression
AI-Assisted Statistical Analysis
- ChatGPT for Statistics
- PandasAI
- Regression Output Interpretation
- AI Generated Statistical Insights
Phase 2: Build
Frameworks, real-world features and the project work for your portfolio.
Generative AI for Data Analysts
12 topics
Generative AI Foundations
- What is Generative AI
- Large Language Models
- Prompt Engineering
AI Tools
- ChatGPT
- OpenAI APIs
- SheetGPT
- PandasAI
- SQLBuilder
Applications
- AI-Assisted Coding
- AI Data Interpretation
- Automated Report Generation
- AI-Powered Analytics Workflows
Machine Learning with Python
17 topics
Machine Learning Introduction
- ML vs AI
- Supervised vs Unsupervised Learning
- Clustering
- Classification
- Regression
Regression Algorithms
- Linear Regression
- Logistic Regression
Classification and Clustering
- K Means Clustering
- Hierarchical Clustering
- KNN
- SVM
Advanced ML Algorithms
- Decision Tree
- Random Forest
- Naive Bayes
- Gradient Boosting
- XGBoost
- PCA
Advanced Data Science
8 topics
Time Series Forecasting
- Time Series Basics
- Trend and Seasonality
- Stationarity
- Autoregressive Model
- Moving Average Model
- ARIMA
- Autocorrelation and AIC
- Time Series Analysis in Python
Artificial Intelligence and Deep Learning
8 topics
AI Overview
- History of AI
- Areas of AI
- AI vs Data Science vs ML
TensorFlow Foundation
- TensorFlow Structure
- ML Modeling with TensorFlow
Deep Learning
- Perceptron
- Artificial Neural Networks
- Convolutional Neural Networks
Computer Vision and NLP
11 topics
Computer Vision
- Image Basics
- CNN
- Image Classification
- Cat vs Dogs Classification
Natural Language Processing
- Bag of Words
- Word Embedding
- BERT Algorithm
- Sentiment Analysis
- NLTK
- Regex
- Text Extraction with Regex
Generative AI and Prompt Engineering
12 topics
Generative AI
- AI vs ML vs DL vs Gen AI
- LLM Applications
- Chatbots
- Document Q&A Systems
- Resume Screening AI
- Applied Generative AI with Python
- Gen AI for EDA and Insight Generation
Prompt Engineering
- Prompt Basics
- Prompt Structure
- Zero Shot Prompting
- Few Shot Prompting
- Prompt Templates
Phase 3: Job-ready
Advanced topics, deployment and the skills interviewers check.
Model Deployment Basics
4 topics
Deployment
- Flask Introduction
- FastAPI Basics
- URL and App Routing
- ML Model Deployment
Version Control with Git
12 topics
Git Fundamentals
- Git Introduction
- Git Installation
- Create and Clone Repository
- Git Commands
- Remote Repository
- Branching and Merging
- Merge Conflicts
- Stashing
- Rebasing
- Reverting
- Resetting
- Git Workflows
Soft Skills and Spoken English
12 topics
Communication Skills
- Business Communication
- Presentation Skills
- Group Discussion
- Interview Skills
- Vocabulary Building
- Grammar for Speaking
Professional Development
- Leadership
- Teamwork
- Problem Solving
- Time Management
- Stress Management
- Personality Development
Capstone Projects and Career Preparation
12 topics
Projects
- Retail Sales Analysis Dashboard
- E-commerce Database Analysis
- Executive Sales Dashboard
- Global Market Insights Dashboard
- Customer Churn Prediction
- Marketing Campaign Effectiveness Study
- AI-Powered Business Intelligence System
Career Preparation
- GitHub Analytics Portfolio
- Dashboard Portfolio
- AI Workflow Portfolio
- Resume Preparation
- Interview Preparation
03 / Interview prep
Data Science & Data Analytics with Generative AI interview questions you will practise
A taste of the mock interviews in this course. Try answering out loud before you reveal the model answer.
Question 1
What is overfitting and how do you reduce it?
The model learns noise in training data and fails on new data. Use more data, cross-validation, regularisation or a simpler model.
Question 2
What is the difference between precision and recall?
Precision is how many predicted positives are correct. Recall is how many real positives the model found.
Question 3
What is retrieval-augmented generation (RAG)?
Fetching relevant documents and passing them to an LLM with the question, so answers use your own data.
04 / Build
Tools you learn and projects you ship
Toolbox
- Python
- NumPy
- Pandas
- Scikit-Learn
- TensorFlow
- PyTorch
- OpenAI APIs
- LangChain
- Power BI
- SQL
- Tableau
- Git
Portfolio projects
Project 1
Enterprise Customer Churn Prediction & Lifetime Value System
Predictive ML pipeline analyzing customer retention data with XGBoost, SMOTE balancing & interactive executive dashboard.
Project 2
Generative AI Document Assistant (RAG Pipeline)
Intelligent document QA engine utilizing LangChain, OpenAI embeddings & vector database for PDF analysis.
Project 3
Medical Disease Diagnostic Classifier
Deep learning computer vision CNN model trained on healthcare scans with high classification accuracy.
- Machine Learning, Deep Learning & Generative AI with LLMs
- 100% Placement Assistance with MNC Data Science roles
- Hands-on with NumPy, Pandas, Scikit-Learn, TensorFlow, PyTorch
- Prompt Engineering & LangChain AI Application Development
- 4 Real-Time Industrial ML/AI Capstone Projects
- Tailored for Engineering, B.Sc, BCA & Math/Stats Graduates
05 / Careers
Where Data Science & Data Analytics with Generative AI takes you
- Data Scientist
- Machine Learning Engineer
- Data Analyst
- Generative AI Engineer
Hadapsar students apply to teams in Magarpatta City, Amanora, Kharadi's EON IT Park and SP Infocity, and across Pune through Fortune Cloud's placement drives. See the East Pune hiring map
Batch options
| Weekday daytime | Daily classroom sessions plus open lab hours. Best for freshers who can give the course their full day. |
|---|---|
| Weekday evening | After college and office hours, for students and for people working in Magarpatta, Amanora or Kharadi. |
| Weekend | Saturday and Sunday classroom sessions for working professionals on fixed weekday shifts. |
| Live online | Same trainers and syllabus from home. Useful for night or rotational shifts, or if you live outside Pune. |
Where our students work
Companies Where Our Engineers Are Placed..!
More Inspirations
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Student reviews
5 out of 5 on Google from 56+ reviews.
4.8 ★ from 1196+ verified students - not paid reviews
Check us on Google before you check anywhere else. Real ratings, authentic student profiles, real career placements.
"Best IT training institute in Pune for freshers. The Java Full Stack course covers Core Java, Spring Boot, Microservices..."
"Completed my Software Testing course with AI tools here. The practical hands-on experience and real project testing help..."
"Great learning environment and supportive mentors. Python, Machine Learning modules, and Power BI dashboards were explai..."
"Faculty is very experienced and AWS certified. They focus on practical labs and scenario-based questions which are cruci..."
"Flexible weekend batch options and 100% placement support. The mentors are available to solve doubts anytime during proj..."
"Went from zero code background to a ₹6.5 LPA offer in 4 months. The training provided was well-structured, practical, an..."
"Completed the Data Analytics and Data Science (DADS) program at Fortune Cloud Technologies, and it was a great learning..."
"I had a great learning experience at Fortune Cloud Technologies while completing the Data Analyst & AWS course. The trai..."
"The Python Full Stack program gave me in-depth knowledge of FastAPI, Django, PostgreSQL and React. The daily practice co..."
"Power BI, SQL queries, and Advanced Excel classes were pure practicals. The trainers gave us weekly business case studie..."
"Excellent training for .NET Core, Microservices, and C#. The live industrial project exposure made me stand out in techn..."
"Hands-on labs on network security, ethical hacking tools, and vulnerability assessment. Mentors are real industry practi..."
"Manual plus Selenium automation testing with Java & AI automation tools. Mock interviews held every week helped remove m..."
"AWS Architecture, Terraform, Docker, and Kubernetes were taught thoroughly. Got placed in a top MNC with an awesome pack..."
"React, Node.js, MongoDB, and Next.js covered end-to-end. Building full-fledged AI SaaS apps as capstone projects was the..."
"Structured module training with real SAP server access. The trainer explained enterprise accounting workflows and config..."
"SEO, Google Ads, Meta Ads & Content Strategy with live campaign budgets. Practical experience was 100 times better than..."
"Zero to hero in Java development. Mentors helped resolve code bugs even late in the evening. Placed at a reputed IT prod..."
"Best IT training institute in Pune for freshers. The Java Full Stack course covers Core Java, Spring Boot, Microservices..."
"Completed my Software Testing course with AI tools here. The practical hands-on experience and real project testing help..."
"Great learning environment and supportive mentors. Python, Machine Learning modules, and Power BI dashboards were explai..."
"Faculty is very experienced and AWS certified. They focus on practical labs and scenario-based questions which are cruci..."
"Flexible weekend batch options and 100% placement support. The mentors are available to solve doubts anytime during proj..."
"Went from zero code background to a ₹6.5 LPA offer in 4 months. The training provided was well-structured, practical, an..."
"Completed the Data Analytics and Data Science (DADS) program at Fortune Cloud Technologies, and it was a great learning..."
"I had a great learning experience at Fortune Cloud Technologies while completing the Data Analyst & AWS course. The trai..."
"The Python Full Stack program gave me in-depth knowledge of FastAPI, Django, PostgreSQL and React. The daily practice co..."
"Power BI, SQL queries, and Advanced Excel classes were pure practicals. The trainers gave us weekly business case studie..."
"Excellent training for .NET Core, Microservices, and C#. The live industrial project exposure made me stand out in techn..."
"Hands-on labs on network security, ethical hacking tools, and vulnerability assessment. Mentors are real industry practi..."
"Manual plus Selenium automation testing with Java & AI automation tools. Mock interviews held every week helped remove m..."
"AWS Architecture, Terraform, Docker, and Kubernetes were taught thoroughly. Got placed in a top MNC with an awesome pack..."
"React, Node.js, MongoDB, and Next.js covered end-to-end. Building full-fledged AI SaaS apps as capstone projects was the..."
"Structured module training with real SAP server access. The trainer explained enterprise accounting workflows and config..."
"SEO, Google Ads, Meta Ads & Content Strategy with live campaign budgets. Practical experience was 100 times better than..."
"Zero to hero in Java development. Mentors helped resolve code bugs even late in the evening. Placed at a reputed IT prod..."
06 / FAQ
Data Science & Data Analytics with Generative AI in Hadapsar: FAQs
When is the next free demo of Data Science & Data Analytics with Generative AI in Hadapsar?
New Data Science & Data Analytics with Generative AI demo dates are being scheduled. Share your number with the form and the counsellor will book you into the next demo at Hadapsar or online.
How long is the Data Science & Data Analytics with Generative AI course at Fortune Cloud Hadapsar?
Data Science & Data Analytics with Generative AI runs for about 6 Months, followed by placement preparation. Weekday, evening, weekend and live online batches are available.
Can I do Data Science & Data Analytics with Generative AI while working in Magarpatta or Kharadi?
Yes. Evening and weekend batches at Hadapsar are designed for working professionals, and live online batches suit night, US or rotational shifts.
Can I learn Data Science & Data Analytics with Generative AI without a coding background?
Yes. The syllabus starts from fundamentals, and trainers regularly teach students from non-IT degrees. Daily lab practice at Hadapsar helps you catch up quickly.
What placement help do Data Science & Data Analytics with Generative AI students get in Pune?
Resume and LinkedIn reviews, aptitude practice, mock technical and HR interviews, and profile sharing for hiring drives with Fortune Cloud's partner companies across Pune until you are placed.
What educational background is required for Data Science?
Graduates from B.E./B.Tech (any branch), B.Sc, BCA, BCS, MCA, Mathematics, or Statistics can successfully transition into Data Science. We teach programming and statistics from the ground up.
Does this course cover Generative AI and LLMs?
Yes! Generative AI, Prompt Engineering, LangChain, and RAG pipelines are core components of our 2026 syllabus.
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Visit the Hadapsar centre
The Capital Mall, 2nd Floor, Office No. 238, 239 and 240, Pune - Solapur Highway, beside Mega Center, Hadapsar, Pune, Maharashtra 411028Beside Mega Center, minutes from Magarpatta City and Amanora. Monday to Sunday, 8:30 AM to 8:00 PM.
Get directions