Industry applications
Recommendations
Forecasting
Churn prediction
Anomaly detection
Pricing
Career opportunities & salary
| Role | Salary (India) |
|---|---|
| ML Engineer | 10-25 LPA |
| Data Scientist | 8-22 LPA |
| MLOps Engineer | 12-26 LPA |
Skills roadmap
Pythonscikit-learnFeature engineeringModel evaluationMLOps
Learning roadmap
- Phase 1Math
- Linear algebra
- Probability
- Statistics
- Phase 2Core
- Supervised
- Unsupervised
- Model selection
- Cross-validation
- Phase 3Production
- Deployment
- Monitoring
- Feature stores
Latest trends (2026)
- Feature stores
- Vector search
- AutoML
- LLM-augmented ML
Tools used
scikit-learnXGBoostMLflowWeights & Biases
Deep dives
12 in-depth Machine Learning guides — from beginner concepts to career and interview prep.
What is Machine Learning? A Complete 2026 Guide
Machine learning covers the algorithms and workflows that turn data into predictive systems — from regression and trees to neural networks and modern MLOps.…
Beginner 8 min
Machine Learning Career Roadmap 2026: Roles, Skills, Salary
Step-by-step Machine Learning career roadmap: roles, salary bands, skills and a 6-12 month learning plan for 2026.
Intermediate 10 min
Machine Learning Salary Guide 2026 (India + Global)
Machine Learning salary in India by role, experience and city. Compare junior to senior compensation for 2026.
Beginner 7 min
Top Machine Learning Tools in 2026
The essential Machine Learning tools professionals use in 2026 — with strengths, use cases and how to learn each.
Beginner 6 min
Machine Learning Applications: Real Industry Use Cases
How Machine Learning is used across industries — from healthcare to finance. Real 2026 use cases you can learn from.
Beginner 6 min
Best Machine Learning Certifications in 2026
Which Machine Learning certifications actually help you get hired in 2026 — and which to skip.
Intermediate 6 min
Top Machine Learning Interview Questions & Answers (2026)
The most-asked Machine Learning interview questions in 2026 with structured answers, plus what recruiters look for.
Intermediate 9 min
Machine Learning Projects for Your Portfolio (2026)
Impressive Machine Learning project ideas for students and career switchers — with scope, tech stack and outcomes.
Intermediate 8 min
Machine Learning Trends in 2026: What's Actually Changing
The Machine Learning trends that matter in 2026 — filtered from hype to what changes how you work and hire.
Intermediate 7 min
Machine Learning Learning Path: 90-Day Plan for 2026
A structured 90-day Machine Learning learning path with weekly milestones, projects and evaluation checkpoints.
Beginner 10 min
Machine Learning for Beginners: Start Here in 2026
New to Machine Learning? This beginner guide covers the fundamentals, first project and next 90 days for 2026.
Beginner 7 min
Machine Learning Jobs in 2026: Where Companies Hire
Where Machine Learning roles are being hired in 2026 — companies, cities, remote options and application tips.
Beginner 6 min
Frequently asked questions
ML vs AI?
AI is the goal (machines that act intelligently); ML is the dominant technique used to achieve it.