Careers360 Logo
Browse by Stream
Search Colleges, Exams, Schools & more
Interested in this College?
Get updates on Eligibility, Admission, Placements Fees Structure
Compare

Quick Facts

Medium Of InstructionsMode Of LearningMode Of Delivery
EnglishSelf Study, Virtual ClassroomVideo and Text Based

Courses and Certificate Fees

Certificate AvailabilityCertificate Providing Authority
yesHaas School of Business, Berkeley

The Syllabus

  • Module 1: Introduction to Machine Learning
  • Module 2: Fundamentals of Machine Learning
  • Module 3: Introduction to Data Analysis
  • Module 4: Fundamentals of Data Analysis
  • Module 5: Practical Applications I

  • Module 6: Clustering and Principal Component Analysis
  • Module 7: Linear and Multiple Regression
  • Module 8: Feature Engineering and Overfitting
  • Module 9: Model Selection and Regularization
  • Module 10: Time Series Analysis and Forecasting
  • Module 11: Practical Applications II
  • Module 12: Classification and k-Nearest Neighbors
  • Module 13: Logistic Regression
  • Module 14: Decision Trees
  • Module 15: Gradient Descent and Optimization
  • Module 16: Support Vector Machines
  • Module 17: Practical Applications III

  • Module 18: Natural Language Processing
  • Module 19: Recommendation Systems
  • Module 20: Capstone I
  • Module 21: Ensemble Techniques (GBM, XGB, and Random Forest)
  • Module 22: Deep Neural Networks I
  • Module 23: Deep Neural Networks II
  • Module 24: Capstone II

Similar Courses

Post Graduate Certification in Applied AI and ML

Indian Institute of Technology Mandi via  Wileynxt

Months 61.00 L

Post Graduate Certificate Programme in AI and Machine Learning

Indian Institute of Management Kashipur via  Nulearn

Years 11.70 L

Advanced Certification in Artificial Intelligence and Machine Learning

International Institute of Information Technology, Hyderabad via  TalentSprint

Months 62.00 L
View All Courses

More Courses by Haas School of Business, Berkeley

Leading Complex Projects

Haas School of Business, Berkeley via  Emeritus

Months 22.75 K

Business Analytics for Leaders-from Data to Decisions

Haas School of Business, Berkeley via  Emeritus

Months 22.73 K

Executive Program in Digital Transformation and AI

Haas School of Business, Berkeley via  Emeritus

Months 1028.00 K
View All Courses

Explore on Careers360

Download Careers360 App
All this at the convenience of your phone

  • Regular Exam Updates

  • Best College Recommendations

  • College & Rank predictors

  • Detailed Books and Sample Papers

  • Question and Answers

Scan and download the app

OR

Back to top