IIT Tirupati Online Summer School [Workshop]-2021 on Machine Learning; Apply by July 18th, 2021
The Department of Computer Science and Engineering, IIT Tirupati is organizing an Online Summer School-2021 on Machine Learning including Bootcamp from July 20 & 21, 2021, and Workshop from July 26 & 30, 2021.
To onboard all participants at a common level, they introduce a Special Bootcamp (optional) on Mathematics (Day 1) and Python Essentials for ML (Day 2) which will be held on July 20 & 21, 2021 a few days before the summer school. The participants may utilize this opportunity to fully leverage the summer school.
- Industry Practitioners
- Detailed theory sessions on critical algorithmic aspects
- Hands-on sessions giving an immediate feel for theoretical concepts
- The practical flavor of industry-grade production systems using ML
- The mathematics session covers basic calculus for maxima, minima, root finding, Newton-Raphshon iteration, basic matrix operations, vector calculus, and basic probability.
- The python Bootcamp session covers topics including NumPy, scipy, pandas data frames, matplotlib, and basic topics.
- Fundamental of problem formulation skills in data science along with demonstrations, hands-on practice sessions, and quizzes; standard supervised learning algorithms including loss functions, multivariate linear regression, and multiclass classification, logistic regression, decision trees, random forest, data preparation, and model selection; Deep neural networks theory and practicals using TensorFlow for encoders, convolutional neural networks, recurrent neural networks, and generative adversarial networks; and unsupervised learning techniques for clustering and data visualization.
- The sessions are supplemented for a real-world application through industry-grade implementations, customizations, and demonstrations.
|Category||On or Before 15th July 2021||Between 16th and 18th July 2021|
|Students||Rs 2000/-||Rs 3000/-|
|Faculty Members||Rs 4000/-||Rs 5000/-|
|Industry Employees||Rs 6000/-||Rs 7000/-|
The last date to register for this online summer school is July 18th, 2021.