MJPRU Bareilly · B.Tech VII · CSIT · CS-401T · Duda–Hart, Mitchell, Shalev-Shwartz
Machine Learning: End-Sem prep
The 2025-26 end-sem and the mid papers, analysed question by question. Notes for all five units with every numerical solved step by step (k-NN, ID3 entropy, perceptron, LMS, SVM margin), three full mock papers answered the way MJPRU examiners mark, and YouTube lectures for every topic.
Top repeatThree of the four Mid-2 questions came back in the end-sem: MLP, activation functions, gradient descent- End-sem · tentative
- Tue 15 Dec 2026 49 days to go
- Paper
- 70 marks · 3 hours Any 5 of 8 questions, 14 marks each
- Numerical
- k-NN, 14 marks A full question in 2025-26
- Heaviest unit
- Unit 2 Neural networks and gradient descent
Your progress
Where you stand
Mark a page as done at its bottom. Saved in this browser only. Tap a card to continue.
What MJPRU asks
The topics already asked
Three papers (2025-26 end-sem, Mid-2 2025 and the earlier MCQ mid paper), every question tagged. The bar shows how many of the three asked it.
The pattern. Three of the four Mid-2 questions came back in the end-sem: MLP (as backpropagation in MLPs), activation functions (a short note) and gradient descent (a full 14-mark question). The older mid paper's SVM and overfitting-vs-underfitting questions came back too. Learn the mid questions first. See the full analysis →
Start here
A plan for the days before the exam
Four phases. Do them in order; each card links to the pages it needs.
Phase 1 · Learn the pattern
PYQs and answer style
- PYQ analysis: the ranked topics
- All past papers: read every question once
- How to write answers: the template
Phase 2 · Units 2 and 3
The heaviest topics
Phase 3 · Units 1, 4, 5
Theory that repeats
Phase 4 · Write papers
Mocks under a timer
- Mock 1 in 3 hours, then check
- Mock 2 and Mock 3
- Last-night sheet the evening before
Everything in this kit
Pick a page
PYQ analysis
What MJPRU asks, how often, the numericals, and a predicted paper.
Open → 2025-26 end-sem · Mid-2 · MCQ midAll past papers
Every question typed out and tagged by unit, with the k-NN numerical solved.
Open → The MJPRU templateHow to write answers
Long-answer template, numerical layout, diagrams to draw, time plan.
Open → Every syllabus topicVideo lectures
Short exam-style videos and longer lectures on YouTube, arranged unit by unit.
Open → Units 1–5 · full syllabusUnit notes
Definitions, diagrams, formulas and every numerical solved step by step.
Open → 3 papers · full answersMock papers
70-mark papers in the MJPRU pattern with full answers; every numerical checked by computer.
Open → One pageLast-night sheet
Definitions, formulas, differences and the numericals to rehearse.
Open →