Search Colleges, Exams, Schools & more
Login
IIT MadrasIIT BombayIIT DelhiIIT KanpurIIT RoorkeeIIT KharagpurIIT GuwahatiIIT HyderabadIIT Tiruchirappalli
Aligarh Muslim UniversityJamia Millia IslamiaJawaharlal Nehru UniversityUniversity of DelhiUniversity of HyderabadBanaras Hindu UniversityCalcutta UniversityGuru Gobind Singh Indraprastha UniversityJadavpur UniversityAndhra UniversityOsmania UniversityCochin University of Science and TechnologyBharathiar University
Manipal Academy Of Higher Education, ManipalAmrita Vishwa Vidyapeetham, CoimbatoreVIT VelloreSIMATS ChennaiBITS PilaniUPES DehradunAmity University NoidaLovely Professional UniversitySiksha 'O' Anusandhan, BhubaneswarKIIT UniversitySRM UniversityChrist UniversityShoolini University
PAU LudhianaTNAU CoimbatoreANGRAU GunturIARI New DelhiCCSHAU HisarIVRI BareillyUAS BangaloreJAU JunagadhAnand Agricultural University, Anand
Indian Institute of Science, BangaloreHomi Bhabha National Institute, MumbaiInstitute of Chemical Technology, MumbaiTata Institute of Fundamental Research, MumbaiIndian Agricultural Research Institute, New DelhiJawaharlal Nehru Centre for Advanced Scientific Research, BangaloreIndian Law Institute, New Delhi
Birla Institute of Technology and Science, PilaniManipal Academy of Higher Education, ManipalAmrita Vishwa Vidyapeetham, CoimbatoreVellore Institute of Technology, VelloreSRM Institute of Science and Technology, ChennaiSymbiosis International University, PuneJSS Academy of Higher Education and Research, MysuruThapar Institute of Engineering and Technology, PatialaShanmugha Arts Science Technology Research and Academy, ThanjavurKalinga Institute of Industrial Technology, Bhubaneswar
DTU DelhiJamia Hamdard, New DelhiNSUT DelhiGGSIPU DelhiBULMIM New DelhiISBF DelhiFOSTIIMA Business School, Delhi
VJTI MumbaiHomi Bhabha National Institute, MumbaiTCET MumbaiNMIMS MumbaiMumbai UniversityTISS MumbaiBombay Hospital College Of Nursing, MumbaiICT MumbaiASMSOC Mumbai
Anna UniversityMadras UniversitySathyabama UniversityVels UniversitySaveetha UniversitySRI Ramachandra Medical CollegeMadras Christian CollegeLoyola CollegeCrescent CollegeHITS ChennaiGreat Lakes Institute of Management Chennai
Jadavpur University, KolkataIISER KolkataPresidency University, KolkataHeritage Institute Of Technology Management Education Centre, KolkataGuru Nanak Institute Of Hotel Management, KolkataJ D Birla Institute Department Of Management, KolkataLoreto College, KolkataIPGMER Kolkata
Machine Learning with Python: from Linear Models to Deep Learning
By MIT Cambridge via Edx
Expert
Online
15 Weeks
Free Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery |
|---|---|---|
| English | Self Study, Virtual Classroom | Video and Text Based |
Courses and Certificate Fees
| Fees Informations | Certificate Availability | Certificate Providing Authority |
|---|---|---|
| USD 300 | yes | MIT Cambridge |
The Syllabus
Lectures
- Introduction
- Linear classifiers, separability, perceptron algorithm
- Maximum margin hyperplane, loss, regularization
- Stochastic gradient descent, over-fitting, generalization
- Linear regression
- Recommender problems, collaborative filtering
- Non-linear classification, kernels
- Learning features, Neural networks
- Deep learning, back propagation
- Recurrent neural networks
- Recurrent neural networks
- Generalization, complexity, VC-dimension
- Unsupervised learning: clustering
- Generative models, mixtures
- Mixtures and the EM algorithm
- Learning to control: Reinforcement learning
- Reinforcement learning continued
- Applications: Natural Language Processing
Projects
- Automatic Review Analyzer
- Digit Recognition with Neural Networks
- Reinforcement Learning
Instructors
Articles
Similar Courses
Skill Lync
Years 140.00 K
Indian Institute of Information Technology, Bhagalpur via Vitti
Years 435.00 K
National Institute of Electronics and Information Technology, Gangtok
Years 5Free
National Institute of Electronics and Information Technology, Gorakhpur
Months 62.45 K
National Institute of Electronics and Information Technology, Haridwar
Months 4Free
More Courses by MIT Cambridge
Massachusetts Institute of Technology, Cambridge via Edx
Months 8Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 2Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 5Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 4Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 4Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 5Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 5Free
Massachusetts Institute of Technology, Cambridge via Edx
Months 5Free
Massachusetts Institute of Technology, Cambridge via Emeritus
Months 62.60 K
Massachusetts Institute of Technology, Cambridge via Great Learning
Years 12.10 L
Explore on Careers360
Knowledge Boosters
Student Community: Where Questions Find Answers