Summer Camp in Programming
Could you call yourself a programming guru? How many programming languages do you know? What is the difference between high-level and low-level programming languages? The world-class experts will help you to gain knowledge, to obtain professional skills and to acquire unique international experience in the field.
The camp incorporates a list of 2 modules: solving programming problems and machine learning. The classes will be delivered by the world’s only seven-time champions in programming. You will acquire hands-on experience in solving problems from programming contests, team interaction and work planning, theoretical knowledge on advanced topics of computer science and practical skills in the most important areas of modern Machine Learning.
Bachelor’s students in respective fields (3rd year and above), Master’s and PhD students
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Module: Machine Learning
- Introduction to machine learning
- Introduction to Python
- Basic models
- Linear models
- Support vector machine
- Probabilistic classifiers
- Trees and ensembles
- Model selection and optimization
- Introduction to neural networks
- Neural networks and optimization
- Convolutional neural network
- Recurrent neural networks
- Andvanced neural network
- Dimensionality reduction
- Noise filtering and missing values completion
- Semi-supervised learning
Module: Competitive Programming
- Contest: Orientation
- Contest Analysis and Upsolving
- Contest: Binary Search, Two Pointers, Brute Force
- Contest: Sorting, Dynamic programming
- Contest: Graphs, Trees
- Contest: BFS/DFS, Dynamic Programming on trees
- Contest: Strings, Hashes
- Contest: RegExp, Matrix
- Contest: Games, Combinatorics
- Contest: Bitmasks, Suffix DS
- Contest: Probability Theory, Number Theory
* for a group of 15 students and more - €550 per person
About this institute
ITMO University Saint Petersburg
ITMO University in St. Petersburg is a recognized leader in optics, photonics and IT. Over the past few years, it has developed from a specialized technical institute into a trailblazer shaping the national education and research policy in Russia. We...
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