What Will You Learn?

  • -Chapter 1: Math for Data science and AI
  • -Chapter 2: Numerical Computing with NumPy
  • -Chapter 3: Data Collection (web scraping, Automation, …)/ Data Manipulation/ Data Cleaning
  • -Chapter 4: Exploratory Data Analysis (EDA)
  • -Chapter 5: Features Engineering - Features Selection
  • -Chapter 6: AI Subdomains / Machine Learning (supervised/unsupervised)
  • -Chapter 7: Projects (link AI models with mobile/web apps, make predictions with numerical/image/time series data)

Course Content

Machine Learning

  • Introduction _ Math for AI and Data Science (Part 1)
    01:29:09
  • Math for AI and Data Science (Part 2) _ Numerical Computing with NumPy (Part 1)
    01:33:13
  • Numerical Computing with NumPy (Part 2) _ Data Collection (Part 1)
    01:24:15
  • Data Collection (Part 2)
    01:14:44
  • Data Manipulation (Part 1)
    01:15:46
  • Data Manipulation (Part 2)
    01:39:17
  • Data Manipulation (Part 3)
    01:26:59
  • Exploratory Data Analysis (EDA)
    01:40:35
  • Data Cleaning
    01:42:57
  • Features Engineering _ Features Selection
    01:22:45
  • Machine Learning Algorithms (Part 1)
    01:27:11
  • Machine Learning Algorithms (Part 2)
    01:39:34
  • Machine Learning Algorithms (Part 3)
    01:11:41
  • Machine Learning Algorithms (Part 4)
    01:36:52
  • Evaluate Models
    01:33:23
  • Bagging / Boosting / Stacking / Pipelines / Saving Models
    01:26:47
  • Link Models with apps / Time Series Data
    01:40:54
  • Machine Learning Projects (Part 1)
    01:34:38
  • Machine Learning Projects (Part 2)
    01:03:36
  • Machine Learning Projects (Part 3)
    01:32:04
  • Machine Learning Projects (part 4)
    01:33:41
  • Machine Learning Projects (part 5)
    01:18:30
  • Machine Learning Projects (part 6)
    01:10:02
  • Machine Learning Projects (part 7)
    01:29:37
  • Machine Learning Projects (part 8)
    01:41:03
  • Machine Learning Projects (part 9)
    01:22:28
  • Machine Learning Projects (part 10)
    01:18:59
  • Machine Learning Projects (part 11)
    01:17:08
  • Machine Learning Projects (part 12)
    01:27:59

Student Ratings & Reviews

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JR
4 months ago
good

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