DATA SCIENCE AND MACHINE LEARNING USING PYTHON
Data Science and Machine Learning with Python is a field of study and practice that combines data analysis, statistical modeling, and machine learning techniques using the Python programming language. Data Science and Machine Learning with Python involve the use of Python programming along with statistical analysis and machine learning techniques to extract insights, build predictive models, and solve complex data-related problems across various domains, including finance, healthcare, marketing, and more.
DATA SCIENCE AND MACHINE LEARNING USING PYTHON
IT Training Programme
100% placement assistance
Enquire Now
Get course fees, batch dates & a callback
What you'll learn
Programme Overview
23 sections covering the complete curriculum — a single, progressive learning arc.
Foundations & Core Concepts
Get hands-on with the fundamentals and architecture — the building blocks for everything that follows.
Hands-On Practical Training
Work through real exercises and assignments designed to mirror what you will do on the job.
Real-World Projects
Apply what you have learned to end-to-end projects that go straight into your portfolio.
Advanced Techniques
Go beyond the basics with advanced concepts, integrations and production-grade practices.
Ecosystem Integration
Understand how this technology connects with the broader tools and platforms used in the industry.
Performance & Interview Prep
Master optimization techniques and prepare for the technical interview questions employers actually ask.
Who is this programme for?
Whether you're already writing code, working with data, or supporting applications today — this programme is built to take you into a DATA SCIENCE role.
Software Developers
Engineers who want to add this skill set to their toolkit
Analysts & Consultants
Professionals moving into a more technical, hands-on role
IT Professionals
System admins and support engineers upskilling into a new domain
Fresh Graduates
CS/IT graduates aiming for a job-ready technical role
Course Curriculum
23 sections • 289 lessons • 60 hours
Jump to Section
Total Duration
60 hours
100% Practical · Unlimited Doubt Sessions
01 Module 1: Introduction to Data Science & AI
Topics
Assignments
- ›Analyze Data Science Use Cases Across Industries
- ›Research AI Applications in Healthcare and Banking
Job-Oriented Scenarios
- ›Customer Churn Prediction Requirements Gathering
- ›Business Problem to Data Science Solution Mapping
02 Module 2: Python Programming Fundamentals
Topics
Labs
Assignments
- ›Banking Transaction Processing
- ›Inventory Management System
Job-Oriented Scenarios
- ›Data Processing Automation
- ›Log File Analysis
- ›
03 Module 3: Python Libraries for Data Science
Topics
NumPy
Pandas
Matplotlib
Labs
Assignments
- ›Employee Attrition Analysis
Job-Oriented Scenarios
- ›Data Cleaning of Enterprise Datasets
- ›
04 Module 4: SQL for Data Science
Topics
Labs
Assignments
- ›Retail Data Analytics
Job-Oriented Scenarios
- ›Data Extraction from Data Warehouses
05 Module 5: Exploratory Data Analysis (EDA)
Topics
Labs
Assignments
- ›E-Commerce Sales Analysis
Job-Oriented Scenarios
- ›Customer Segmentation Analysis
06 Module 6: Statistics for Data Science
Topics
Job-Oriented Scenarios
- ›Product Performance Testing
07 Module 7: Machine Learning Fundamentals
Topics
Assignments
- ›Predict Customer Purchases
Job-Oriented Scenarios
- ›Build Prediction Models for Business Decisions
08 Module 8: Data Preprocessing & Feature Engineering
Topics
Labs
Assignments
- ›Banking Dataset Feature Engineering
09 Module 9: Supervised Machine Learning
Topics
Regression Algorithms
Labs
Assignments
- ›Credit Risk Analysis
Job-Oriented Scenarios
- ›Loan Approval Prediction
- ›Insurance Claim Prediction
10 Module 10: Ensemble Learning
Topics
Labs
Assignments
- ›Telecom Churn Prediction
11 Module 11: Unsupervised Learning
Topics
Labs
Assignments
- ›Retail Product Recommendations
Job-Oriented Scenarios
- ›Customer Behavior Analysis
12 Module 12: Time Series Analysis
Topics
Labs
Assignments
- ›Stock Price Analysis
Job-Oriented Scenarios
- ›Demand Forecasting
13 Module 13: Natural Language Processing (NLP)
Topics
Labs
Assignments
- ›Social Media Analytics
Job-Oriented Scenarios
- ›Customer Feedback Analysis
14 Module 14: Deep Learning Fundamentals
Topics
Labs
Assignments
- ›Handwritten Digit Recognition
15 Module 15: Computer Vision
Topics
Labs
Assignments
- ›Defect Detection System
16 Module 16: Generative AI & LLM Fundamentals
Topics
Labs
Assignments
- ›Document Search Assistant
Job-Oriented Scenarios
- ›Enterprise AI Assistant
17 Module 17: MLOps
Topics
Labs
Assignments
- ›End-to-End MLOps Project
18 Module 18: Model Deployment
Topics
Labs
Assignments
- ›Production Deployment
19 Module 19: Data Visualization & BI
Topics
Labs
Assignments
- ›Sales Analytics Dashboard
20 Module 20: Capstone Projects
Project 1
Project 2
Project 3
Project 4
Project 5
Project 6
Project 7
Project 8
Project 9
Project 10
Project 11
Project 12
21 Real-Time Job-Oriented Scenarios
Data Analyst Scenarios
- ›50 SQL Analysis Scenarios
- ›50 EDA Scenarios
- ›30 Dashboard Scenarios
Data Scientist Scenarios
- ›100 Predictive Modeling Scenarios
- ›50 Feature Engineering Scenarios
- ›50 Statistical Analysis Scenarios
Machine Learning Engineer Scenarios
- ›75 Model Development Scenarios
- ›50 Model Optimization Scenarios
- ›30 Deployment Scenarios
AI Engineer Scenarios
- ›50 NLP Scenarios
- ›30 Computer Vision Scenarios
- ›30 Generative AI Scenarios
- ›20 Agentic AI Scenarios
MLOps Scenarios
- ›30 MLflow Scenarios
- ›25 Docker Scenarios
- ›25 Kubernetes Scenarios
- ›20 CI/CD Scenarios
22 Interview Preparation
Data Science
Machine Learning
Python
SQL
AI & Generative AI
Mock Interviews
23 Recommended Certifications
Tools & Technologies
Every tool listed here is installed, configured and used in a hands-on lab session.
Hands-On Labs
Practical Environment
Industry-Standard Tools
Real-World Setup
Guided Exercises
Skill Building
Sample Datasets
Practice Material
Mini Projects
Applied Practice
Assignments
Mentor Reviewed
Doubt Sessions
Live Support
Resume Building
Career Support
Mock Interviews
Interview Prep
Certification Prep
Global Recognition
Production Practices
Real-World Ready
Best Practices
Industry Standards
You don't just learn DATA SCIENCE AND MACHINE LEARNING USING PYTHON. You ship it.
Three major projects, each mirroring how production teams actually work — from guided foundations to a portfolio-ready capstone.
Guided Foundation Project
→Requirement Analysis
→Guided Implementation
→Mentor Review
→Iteration
Apply the fundamentals in a structured, mentor-reviewed project
Take the core concepts from the first half of the curriculum and apply them to a realistic scenario, with guidance and feedback from your mentor at every step.
Applied Practice Project
→Scenario Design
→Independent Build
→Testing & Validation
→Peer Review
Build a more independent project mirroring real production scenarios
Work through a project that combines multiple concepts from the curriculum, closer to how work is actually structured on the job — less hand-holding, more ownership.
Capstone Project
→Planning
→End-to-End Build
→Review & Refinement
→Presentation
Take a project from requirements to a polished, portfolio-ready deliverable
Your final project — plan, build, test and present a complete solution using everything covered in the curriculum, reviewed by mentors before you graduate.
All 3 projects go directly into your portfolio & resume — reviewed by mentors before you graduate.
See Sample Project ReportsUpcoming Batches
Why Radical Technologies
- Highly practical oriented training
- Installation support on your system
- 24/7 Email and Phone support
- 100% Placement Assistance
- Global Certification Preparation
- Trainer-Student Interactive Portal
- Assignments and Projects by Mentors
- Weekend / Weekdays / Morning / Evening batches
- 80:20 Practical and Theory ratio
- Real-life Case Studies
- Easy make-up for missed sessions
- PSI | Kryterion | Redhat Test Centers
- Lifetime Video Classroom Access (coming soon)
- Resume Prep and Mock Interviews
- Learn 300+ courses at your own time
- 50,000+ Satisfied Learners
- Course Completion Certificate
- Practical Labs available
- Mentor Support available
- Doubt Clearing Session available
- 10% Discounted Global Certification
Like the Curriculum? Let's Get Started
Join 50,000+ students already enrolled at Radical Technologies
Global Certification
Radical Technologies is the leading IT certification institute in Pune, offering globally recognized certifications across various domains. With expert trainers and comprehensive materials, we ensure students gain in-depth knowledge and hands-on experience to excel in their careers. Our certification programs are tailored to meet industry standards — from cloud technologies to data science — empowering individuals to stay ahead in the ever-evolving tech landscape.
Career Services
At Radical Technologies, we are committed to your success beyond the classroom. Our 100% Job Assistance program ensures that you are not only equipped with industry-relevant skills but also guided through the job placement process. With personalised resume building, interview preparation, and access to our extensive network of hiring partners, we help you take the next step confidently into your IT career.
Career Support
Join our Brush-up Session & get support until you find a job!
Get StartedRadical Learning Eco-System
Exam Simulator
Cloud SandBox
Hands-on Cloud Lab
Developer Coding Ground
Student Reviews
Course Rating
(DATA SCIENCE)Antrixsh teaches us lots of things in easy way and very understanding. Radical Technologies is systematic planed institute in pune.
Antrixsh is best trainer for data science. He has very practical approach. Radical Technology is best institute for BigData and DataScience professional course in Pune.
Antrixsh is really a great tutor when it comes to Data Science teaching. Being from a different platform, i have learned a lot from him and the time and money is really worth when it comes to learning Data Science from Antrixsh Sir. …
Attended Data Science batch in Radical aundh and must say that Antrixsh is the best trainer/ mentor I have ever met. He made things simple but beyond that he provided us with many scenarios to work on. One should not expect to become a …
Best Data Science class in entire Pune. Thanks to Antrixsh sir for the excellent teaching.
Course content for Data Science was good but forming a batch takes time.
Good institutions and trainer for Data science course. Special thanks to Antrixsh
Good learning experience at Radical Technologis, Aundh. Thanks to Antrixsh sir for Data Science. He is having good knowledge of content with real time examples explanation which is really helpful to understand.
Got good knowledge of hadoop and data science. Thanks for helping us understand the course in very interactive and easy way.
I did Big data and Data Science program here with Antriksh sir. All materials is provided like setup documents, ppts, dataset, assignments. It is helpful in switching career to big data. But yes need to spend time to get expert in it
I did big data and data science program here with Antrixsh sir. It was really helpful to start your career in this field. All materials and guidance was good. But yes finally if you have to be proficient you needs practice over that...... 😊 …
I did the data science course with Radical. The course covered some topics of Bigdata and few topics on data science. This course gives you the basic foundations required for starting your journey in the data science field.
I had a very nice experience with the course Data-Science at Radical Technologies - Aundh. Antrixsh is a very good trainer and presents things in a very lucid and …
I had enrolled for data science and machine learning course conducted by instructor Antrixsh Gupta. He's a great teacher and always available to answer the doubts. I was really a novice in this field but with the guidance of Antrixsh sir I was able to make a career transition into this field.
I had pursued Big_Data-Data Science course from Radical Tech, Aundh, Pune for Jan 2018 weekend batch. It was indeed a great learning. It is good that Radical Tech offers Data Science training program comprising most of the modules at …
I have completed the training for Data Science under the guidance of Antrixsh Gupta sir.All my queries are answered and the best thing about the class is that, real world examples are discussed and that helps us to relate how data science works in real world problem.
I just completed my Data Science training, my mentor was Antrixsh Gupta there, he is a very patient and knowledgeable tutor, He came extremely prepared which impressed me, He was always available to answer any questions we had, apart from the class, many times he took us to Lunch and Dinner after the classes, would recommend to anyone.
It was a good learning experience learning data science mentored by Antarixsh Gupta sir. Practical examples along with detailed explanation are taught in class which make concepts even clearer.
It was great experience in learning new things with "Antarixsh Gupta" Sir. His knowledge on Data Science and guidance has changed our thoughts and gave us opportunity to learn new things. Well I was fortunate enough to start my career as …
It was very good experience with Radical. I have done Data Science course under the guidance of Antrixsh Gupta. Antrixsh Sir is technically one the best coach i have meet till date. …
Trainer Antrixsh is very good for data science. He has very practical approach. Needless to say Radicals is best institute for any professional courses in Pune.
Attended training on Data Science with R & python in radical technologies Hinjewadi and had a really good experience. The trainers here have sound knowledge on the subjects and keep themselves updated with the latest trends in the market. …
I can say that it's one of the best Insistute to learn phython, datascience, machine learning. I have completed phython with datascience in radical technologies hinjewadi. In simple word I will say he is just perfect trainer for phython …
I have attended datascience and Google cloud from radical technologies Hinjewadi,trainers are very knowledgeable ,even you are not in to IT.they covers topics in such a ease that everyone take well.The infrastructure also good.
I have joined radical technologies hinjewadi for datascience with python +machine learning and R. Trainer explained all the concepts clearly. The training was completely based on real time scenario and they gave one life project also . I …
Frequently Asked Questions
10 questions about the DATA SCIENCE AND MACHINE LEARNING USING PYTHON course.
01 Why should I choose Radical Technologies for Data Science Training in Pune?
02 Can beginners enroll in the Data Science Course, or is it suitable for experienced professionals only?
03 What sets apart Radical Technologies' Data Science Classes in Pune?
04 Is the Data Science Certification provided by Radical Technologies recognized in the industry?
05 How does Radical Technologies support online learners with its Data Science Online Training in Pune?
06 Does Radical Technologies offer job placement assistance after completing the Data Science Course?
07 Can I pursue a Python Data Science Course separately at Radical Technologies?
08 What is the duration and fees structure of the Data Science Course at Radical Technologies?
09 Are there specialized courses for Data Science and AI at Radical Technologies?
10 How can working professionals benefit from the Data Science Courses at Radical Technologies?
DATA SCIENCE AND MACHINE LEARNING USING PYTHON Interview Questions
10 questions commonly asked in DATA SCIENCE AND MACHINE LEARNING USING PYTHON interviews.
- 01 Can you explain the difference between supervised and unsupervised learning, and provide examples of each?
- 02 Describe your experience with data preprocessing techniques in Python, including handling missing values, scaling features, and encoding categorical variables.
- 03 How do you evaluate the performance of a machine learning model in Python, and what evaluation metrics do you consider for classification and regression tasks?
- 04 Can you discuss the advantages and disadvantages of different machine learning algorithms such as decision trees, random forests, and support vector machines?
- 05 Describe your approach to feature selection and feature engineering in Python, and how you identify and create relevant features for improving model performance.
- 06 Discuss your experience with cross-validation techniques such as k-fold cross-validation and how you use them to assess model generalization and avoid overfitting.
- 07 Can you explain the concept of bias-variance tradeoff in machine learning, and how you address it when training and evaluating models in Python?
- 08 Describe your experience with ensemble learning methods such as bagging, boosting, and stacking, and how you combine multiple models to improve predictive performance.
- 09 How do you handle imbalanced datasets in Python, and what strategies do you use to address class imbalance in classification tasks?
- 10 Can you discuss your approach to hyperparameter tuning in Python, including techniques such as grid search, random search, and Bayesian optimization?
Data science & Machine Learning With Python Course Certification With Training In Pune
Unlock the world of data with Radical Technologies’ comprehensive Data Science Course in Pune. Our Data Science Classes cover the spectrum, providing hands-on training for aspiring data scientists. Whether you’re a beginner or a seasoned professional, our Data Scientist Course in Pune caters to all levels of expertise.
Our Alumni Work At
Related Courses
DATA SCIENCE AND MACHINE LEARNING USING PYTHON Course In Other Cities
Online Batches Available For These Areas
Ambegaon Budruk | Aundh | Baner | Bavdhan Khurd | Bavdhan Budruk | Balewadi | Shivajinagar | Bibvewadi | Bhugaon | Bhukum | Dhankawadi | Dhanori | Dhayari | Erandwane | Fursungi | Ghorpadi | Hadapsar | Hingne Khurd | Karve Nagar | Kalas | Katraj | Khadki | Kharadi | Kondhwa | Koregaon Park | Kothrud | Lohagaon | Manjri | Markal | Mohammed Wadi | Mundhwa | Nanded | Parvati Hill | Panmala | Pashan | Pirangut | Shivane | Sus | Undri | Vishrantwadi | Vitthalwadi | Vadgaon Khurd | Vadgaon Budruk | Vadgaon Sheri | Wagholi | Wanwadi | Warje | Yerwada | Akurdi | Bhosari | Chakan | Charholi Budruk | Chikhli | Chimbali | Chinchwad | Dapodi | Dehu Road | Dighi | Dudulgaon | Hinjawadi | Kalewadi | Kasarwadi | Maan | Moshi | Phugewadi | Pimple Gurav | Pimple Nilakh | Pimple Saudagar | Pimpri | Ravet | Rahatani | Sangvi | Talawade | Tathawade | Thergaon | Wakad
DATA SCIENCE AND MACHINE LEARNING USING PYTHON
IT Training Programme
100% placement assistance