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Algorithms in Software Engineering
- 1. Algorithms The vital component for building competitive software
- 2. Algorithms lecture plan 1. Real life example 2. Practical case 3. Industry overview 4. Educational resources
- 5. Practical case: specific sentences search
- 8. Basic algos and data structures D&C Brute force Binary search Complexity Recursion Greedy Heuristics Search Graphs DFS BFS Sorting Map Set Hash table Priority Queue Advanced topics Advanced Al&DS Data Science ML CV ImageP NLP Rendering Robotics AI Cryptography Comp. Geometry Distributed Parallel DP Parsing Quantum LP Strings Data compression Combinatorial opt Genetic IT trends & domains 3D printing Social business Online advertising Augmented reality Virtual reality 360 video Blockchain Bitcoin Big data IoT Mobile apps Fast data Low-code Cloud storage Cloud computing Drones Personalization Wearable IT Contextual Comp. Workplace Apps BME Cybersecurity Chatbots
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- 11. Resources Human Resource Machine: a game that develops algo skills VisuAlgo - algorithms visualization Top 10 must-know algorithms (Quora) Shens lectures at Stepic Leiserson and Demaine lectures at MIT Cormen Leiserson and Rivest's Introduction to Algorithms book Leetcode: algorithmic problems from job interviews Daqwest huge algo repository, articles, videos, pseudocode List of all algorithms (wiki) Josh Gordons ML recepies - quick guide to ML Googles Tensor Flow Neural Networks playground
- 12. fb.com/mrybak.ua