Curriculum
- 6 Sections
- 54 Lessons
- Lifetime
Expand all sectionsCollapse all sections
- Getting Started9
- 1.0Anaconda Installation19 Minutes
- 1.1Jupyter Notebook (Part-I)14 Minutes
- 1.2Jupyter Notebook (Part-II)12 Minutes
- 1.3Jupyter Notebook (Part-III)6 Minutes
- 1.4Collecting Free Datasets17 Minutes
- 1.5Data Processing16 Minutes
- 1.6Ideas on Data Frame14 Minutes
- 1.7Working with Missing Data20 Minutes
- 1.8Getting Started with Google Colab26 Minutes
- Regression12
- 2.0Decision Tree Regression (Part-I)100 Minutes
- 2.1Decision Tree Regression (Part-II)107 Minutes
- 2.2Decision Tree Regression (Part-III)94 Minutes
- 2.3Decision Tree Regression (Part-IV)92 Minutes
- 2.4Decision Tree Regression (Part-V)80 Minutes
- 2.5✍Homework: Decision Tree Regression
- 2.6Random Forest Regression (Part-I)95 Minutes
- 2.7Random Forest Regression (Part-II)76 Minutes
- 2.8Regression Model Selection (Part-I)95 Minutes
- 2.9Regression Model Selection (Part-II)90 Minutes
- 2.10Regression Model Selection (Part-III)105 Minutes
- 2.11Quiz – 1 – Regression (PDSML Premium Workshop)10 Minutes10 Questions
- Classification11
- 3.0Kernel SVM (Part-I)106 Minutes
- 3.1Kernel SVM (Part-II)102 Minutes
- 3.2Kernel SVM (Part-III)95 Minutes
- 3.3Naive Bayes (Part-I)40 Minutes
- 3.4Naive Bayes (Part-II)50 Minutes
- 3.5Decision Tree Classification (Part-I)47 Minutes
- 3.6Decision Tree Classification (Part-II)90 Minutes
- 3.7Decision Tree Classification (Part-III)80 Minutes
- 3.8Decision Tree Classification (Part-IV)85 Minutes
- 3.9Random Forest Classification (Part-I)43 Minutes
- 3.10Random Forest Classification (Part-II)85 Minutes
- Deep Learning15
- 4.1Deep Learning with CNN (Part-I)73 Minutes
- 4.2Deep Learning with CNN (Part-II)70 Minutes
- 4.3Deep Learning with CNN (Part-III)47 Minutes
- 4.4Deep Learning with CNN (Part-IV)46 Minutes
- 4.5Deep Learning with CNN (Part-V)84 Minutes
- 4.6Deep Learning with ANN for Regression (Part-I)71 Minutes
- 4.7Deep Learning with ANN for Regression (Part-II)77 Minutes
- 4.8Deep Learning with ANN for Regression (Part-III)62 Minutes
- 4.9Deep Learning with ANN (Part-IV)52 Minutes
- 4.10Deep Learning with ANN (Part-V)98 Minutes
- 4.11Deep Learning with CNN (Bonus Part-I)85 Minutes
- 4.12Deep Learning with CNN (Bonus Part-II)82 Minutes
- 4.13Deep Learning with CNN (Bonus Part-III)60 Minutes
- 4.14Deep Learning with CNN (Bonus Part-IV)76 Minutes
- 4.15Deep Learning with CNN (Bonus Part-V)60 Minutes
- Association Rule Learning3
- Reinforcement Learning5