Before You Proceed…
Don’t buy all the books as per handout and waste your money; What I recommended below is enough to cover all topics to score well.
1. MFML - Mathematics For Machine Learning
Books for Open Book Exams as per handout (click on each for purchase links)
Books Recommended By Seniors for easy learning (click on each for purchase links)
2. ML - Machine Learning
Books for Open Book Exams as per handout (click on each for purchase links)
- Machine learning - Tom Mitchell
- Pattern Recognition & Machine Learning - Christopher M. Bishop
Books Recommended By Seniors for easy learning (click on each for purchase links)
3. ISM - Introduction To Statistical Management
Books for Open Book Exams as per handout (click on each for purchase links)
- Statistics for data scientists - Maurits Kaptein
- Probability & statistics for engineering & sciences - J L Devore
Books Recommended By Seniors for easy learning (click on each for purchase links)
- Probability & statistics for engineering & sciences - J L Devore
4. DNN - Deep Neural Network
Books for Open Book Exams as per handout (click on each for purchase links)
- Dive into Deep Learning - Aston Zhang
- Deep Learning - Ian Goodfellow, Yoshua Bengio
Books Recommended By Seniors for easy learning (click on each for purchase links)
- Dive into Deep Learning - Aston Zhang
Semester 2 - Core + Electives
Refer to each of semester specific posts to access all semester related resources and study material