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Quick Facts
| Medium Of Instructions | Mode Of Learning | Mode Of Delivery | Frequency Of Classes |
|---|---|---|---|
| English | Self Study, Virtual Classroom | Video and Text Based | Weekends |
Courses and Certificate Fees
| Certificate Availability | Certificate Providing Authority |
|---|---|
| yes | IIT KanpurEdvancer Eduventures |
The Syllabus
- Introduction to Machine Learning in Python
- Introduction to Python
- Flow Control, Iterative Operations &
- Functions in Python
- Basic Statistics & Maths
- Data Summary, Numerical and Visual EDA in Python
- Data Handling in Python using NumPy & Pandas
- Hypothesis Testing
- Basics of Machine Learning-1
- Basics of Machine Learning-2
- Generalised Linear Models in Python
- Decision Tree Models using Python
- Boosting Algorithms using Python
- Support Vector Machines (SVM), NaĂŻve Bayes and KNN in Python
- Unsupervised learning in Python
- Neural Networks
- Text Mining in Python
- Ensemble Methods for mixed algorithms
- Python pipelines and model in production
- Advanced Ideas on Feature Engineering, Model Interpretation, Parameter Tuning, Genetic Algorithm
- Introduction to AI and Deep Learning
- Introduction to parameter optimisation and gradient descent
- Getting Started with Tensorflow and Google Colab
- Deep Feed Forward & Convolutional Neural Networks
- Introduction to Keras
- Image data generators, transfer learning and Tensorboard
- Sequence to Sequence models with Recurrent Neural Networks, Long-Short Term Memory (LSTM) and Gated Recurrent Unit (GRU)
- Unsupervised Deep Learning
- Object Detection and Localisation
- Face Detection and Recognition
Natural Language Processing
- Deep Learning for Natural Language Processing
- Chatbots with Rasa
Other Applications
- Working with Audio Data
- Text summarisation, Image Captioning And Style Transfer
- Introduction to SQL
- SQL Data Types & Operators
- Useful Operations in SQL
- Aggregating Data in SQL
- Writing Sub-Queries in SQL
- Common function in SQL
- Analytic Functions in SQL
- Writing DML Statements
- Writing DDL Statements
- Using Constraints in SQL
- SQL Joins
- Views in SQL
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