ML problem framing and dataset preparation workflows
ML problem framing and dataset preparation workflows
ai training · Chandigarh
Build predictive models, recommendation systems, and ML pipelines with Python.
About this program
Go deep into machine learning algorithms and model deployment. Flex Academy's Machine Learning course in Sector 34A, Chandigarh is designed for students who want to specialize beyond data analysis. With placement assistance from 100+ hiring partners and a track record of 85,000+ trained students, this program delivers career-ready ML skills.
85,000+
Students Trained
100+
Hiring Partners
12+
Specialized Programs
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Talk on WhatsAppCurriculum
Switch between Fundamental, Advanced and Pro tracks. Module content is aligned with Flex Academy's live course curriculum.
ML problem framing and dataset preparation workflows
linear, polynomial, and regularization
logistic regression, SVM, and trees
random forests, gradient boosting, XGBoost
Clustering and dimensionality reduction techniques
Feature selection, engineering, and pipeline automation
Cross-validation, bias-variance tradeoff, and model selection
Deep learning fundamentals with PyTorch
Model deployment and MLOps introduction
Real-world ML project lifecycle from ideation to monitoring
Extended practice for ml problem framing and dataset preparation workflows with mentor review and portfolio documentation.
Showing 11 modules for the 6 Months Advanced program
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Hands-on practice with the same AI platforms and frameworks used in modern tech teams.
ChatGPT
Claude
Gemini
Perplexity
Midjourney
Stable Diffusion
Hugging Face
LangChain
LangGraph
GitHub Copilot
Notion AI
Canva AI
TensorFlow
PyTorch
OpenCV
n8n
Make
Python
JavaScript
TypeScript
ChatGPT
Claude
Gemini
Perplexity
Midjourney
Stable Diffusion
Hugging Face
LangChain
LangGraph
GitHub Copilot
Notion AI
Canva AI
TensorFlow
PyTorch
OpenCV
n8n
Make
Python
JavaScript
TypeScript
HTML5
CSS3
React
Next.js
Node.js
Express.js
Django
MongoDB
SQL
Git
GitHub
Figma
Photoshop
Illustrator
Tailwind CSS
Bootstrap
Google Analytics
Google Ads
Meta Ads
HTML5
CSS3
React
Next.js
Node.js
Express.js
Django
MongoDB
SQL
Git
GitHub
Figma
Photoshop
Illustrator
Tailwind CSS
Bootstrap
Google Analytics
Google Ads
Meta Ads
Fees & Inclusions
Fees vary by tier (3-month Fundamental, 6-month Advanced, or 12-month Pro + AI Track). Every fee bracket is fully inclusive — there are no hidden charges for materials, certification, vendor exam fees, or placement support. Request the latest fee brochure for your preferred tier.
All 15 modules
Foundations → Capstone
Live project labs
Build real portfolio work
Tool access included
Python, Scikit-learn, PyTorch
Industry certificate
Verifiable ID
Mentor review included
Project feedback & demos
Placement support
Until you're hired
EMI & scholarships
0% interest available
No hidden fees
Materials & exam included
We'll share the current fee structure, EMI plan, and upcoming batch dates within 5 minutes — by WhatsApp or a quick call, whichever you prefer.

Why choose us
Train at Flex Academy in Sector 34-A, Chandigarh with structured sessions, doubt support and project review. Ideal for students and professionals across Chandigarh, Mohali and Panchkula who prefer guided learning over scattered tutorials.
Focus on practical work
Every module moves toward applied outcomes. Build demos, document your approach, and present work that shows how you think — not just what tools you clicked.

Why learners join
Resume guidance, interview prep and placement assistance through hiring partners.
Learn with trainers who focus on practical application and project feedback.
Build portfolio work you can explain in interviews and client conversations.
Receive completion certification after required training and project work.
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aiGo deep into machine learning algorithms and model deployment. Flex Academy's Machine Learning course in Sector 34A, Chandigarh is designed for students who want to specialize beyond data analysis. With placement assistance from 100+ hiring partners and a track record of 85,000+ trained students, this program delivers career-ready ML skills. This Machine Learning path at Flex Academy in Sector 34-A, Chandigarh combines mentor-led learning, portfolio projects and career counselling for students and professionals across the Tricity.
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