Statistics 12 Lectures 32:21:29
- Introduction To Statistics00:15:39
- Data Collection And Data Preperation02:25:43
- Sampling, Types Of Sampling And Varinace In Sample02:20:48
- Data Types03:25:39
- Descriptive Statistics03:12:23
- Data Distributions03:17:40
- Probability Theory02:52:03
- Central Limit Therem02:45:03
- Confidence Interval02:48:46
- Hypothesis Testing02.56:12
- Correlation And Covariance01:30:00
- Data Preprocessing04:45:03
- Hands-On
Data Preprocessing 10 Lectures 02:54:45
- Type Casting00:05:39
- Handling Duplicates00:05:43
- Outlier Analysis00:48:00
- Zero/Zero Variance00:10:39
- Handling Missing Values00:35:29
- Descretization/Binning/Grouping00:15:20
- Dummy Variable Creation00:17:00
- Transformation00:10:00
- Feature Scaling Techniques00:27:00
- Feature Engineering00:30:00
Building Pipeline For Automation 07 Lectures 01:21:36
- Separation Of Data Based On Its Types00:05:39
- Splitting Into Smaller Tasks00:05:43
- Creation Of Components Of Pipeline00:07:48
- Understanding Of Scikit-Learn Pipeline00:15:39
- Understanding Of Scikit-Learn Column Transformer00:10:23
- Putting All Together 00:09:40
- Pipeline Implementation00:35:03
Data Science - Life Cycle 07 Lectures 01:30:12
- Workflow Of Supervised Learning00:15:39
- Workflow Of Unsupervised Learning00:10:43
- Model Selection00:05:48
- Model Evaluation Overview00:15:39
- Deployment00:15:23
- Monitoring and Maintenance00:10:40
- Understanding Overall Workflow00:20:03
Data Science - Unsupervised Learning 07 Lectures 22:01:29
- Hierarchical Clustering03:48:39
- K-Means Clustering03:01:43
- Dimension Reduction - PCA03:07:48
- Dimension Reduction - SVD03:01:39
- Association Rules03:00:00
- Recommendation Engine03:00:00
- Network Analytics03:30:00
Data Science - Supervised Learning 07 Lectures 29:01:39
- K - Nearest Neighbour04:01:39
- Linear Regression05:01:43
- Logistic Regression04:47:48
- Support Vector Machine02:01:39
- Decision Tree04:06:23
- Ensemble Techniques06:09:40
- Naive Bayes04:00:03
Data Science - Natural Leanguage Processing 08 Lectures 26:01:25
- Basics Of NLP03:01:39
- Dara Preprocessing in NLP03:35:43
- Feature Engineering in NLP02:07:48
- Building Pipeline03:01:39
- Web Scrapping03:23:00
- Advancements in NLP03:09:40
- Naive Bayes - Classification03:09:40
- Transformers06:20:03
Data Science - Time Series Analysis 07 Lectures 04:21:59
- Survival Analytics01:30:39
- Time Series - Data Types00:20:43
- Forecasting Strategies01:07:48
- Components Of Time Series00:45:39
- Data Partition00:29:23
- Forecasting Of Errors00:31:40
- Seasonal Index00:25:03
Data Science - Deep Learning 07 Lectures 29:56:21
- Introduction To Deep Learning01:41:39
- Anatomy Of Neural Networks03:51:43
- ANN - Regression03:07:48
- ANN - Classification03:01:39
- CNN - Object Classification02:51:23
- CNN - Object Detection03:09:40
- RNN - Prediction, Sentiment Analysis04:24:03
PyTorch 07 Lectures 07:10:15
- Introduction To PyTorch01:01:39
- Modules Of PyTorch01:01:43
- Important Functions01:07:48
- Project Flow in PyTorch01:01:39
- Transfer Learning01:04:23
- Hyper Parameter Tuning01:09:40
- Capstone Project I01:10:03
TensorFlow 07 Lectures 07:01:47
- Introduction To TensorFlow00:20:39
- Modules Of TensorFlow01:01:43
- Important Functions01:07:48
- Project Flow in TensorFlow01:01:39
- Transfer Learning02:12:45
- Hyper Parameter Tuning03:09:40
- Capstone Project II00:00:00
Capstone Project I 10 Meetings 15:00
- Building POC15:00
- Problem and Business Understanding15:00
- Data Understanding and Preparation15:00
- Model Building15:00
- Model Evaluation15:00
- Model Deployment15:00
- Monitoring and Maintenance15:00
Capstone Project II 10 Meetings 15:00
- Building POC15:00
- Problem and Business Understanding15:00
- Data Understanding and Preparation15:00
- Model Building15:00
- Model Evaluation15:00
- Model Deployment15:00
- Monitoring and Maintenance15:00
Live Project 20 Meetings 20:00
- Building POC15:00
- Problem and Business Understanding15:00
- Data Understanding and Preparation15:00
- Model Building15:00
- Model Evaluation15:00
- Model Deployment15:00
- Monitoring and Maintenance15:00
