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6 806
Wonderful list of projects that you can practice and be a pro in AI. All projects are of intermediate to advanced difficulty. you can learn valuable things during each and every project. Link and projects are in the below list.
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𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀 𝗻𝗮𝗺𝗲 => 𝗖𝗼𝗹𝗮𝗯 𝗙𝗶𝗹𝗲 𝗹𝗶𝗻𝗸
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1. Bike Share Business Case - shorturl.at/ovNPR
2. Reuters Author NLP - shorturl.at/pNZ39
3. Customer Lifetime Value - shorturl.at/cnILQ
4. Customer Segmentation - shorturl.at/fowOS
5. Customer Visits - shorturl.at/wFGV8
6. Demand Forecasting - shorturl.at/lUY38
7. AirBnB Sydney Rent Evaluation - shorturl.at/ioqLZ
8. Portfolio Optimisation - shorturl.at/ejsJ6
9. Economic Analysis - shorturl.at/hstTW
10. Loan Classification - shorturl.at/ksv18
11. Venture Capital - shorturl.at/zERU5
12. Bankruptcy Prediction - shorturl.at/pJTWZ
13. HR Analytics - shorturl.at/dzMWY
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How to Become Fluent in Multiple Programming Languages
https://towardsdatascience.com/how-to-become-fluent-in-multiple-programming-languages-9f473c146b90
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Natural Language Processing Course By fast. ai
https://youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQjuVxglSDYWsSh9
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Che out the Microservices Architecture at Netflix!
1. Client sends a Play request to Backend running on AWS. The request is handled by AWS Load balancer (ELB)
2. AWS ELB will forward that request to API Gateway Service running on AWS EC2 instances. That component, named Zuul, is built by the Netflix team to allow dynamic routing, traffic monitoring & security, etc
3. Application API component is the core business logic, in this scenario, the forwarded request from API Gateway Service is handled by Play API.
4. Play API will call a microservice or a sequence of microservices to fulfill the request.
5. Microservices are mostly stateless small programs, to control its cascading failure & enable resilience, each microservice is isolated from the caller processes by Hystrix.
6. Microservices can save to or get data from a data store during its process.
7. Microservices can send events for tracking user activities or other data to the Stream Processing Pipeline for either real-time processing of personalized recommendation.
8. The data coming out of the Stream Processing Pipeline can be persistent to other data stores such as AWS S3, Hadoop HDFS, Cassandra, etc.
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Learn About Python Microservices by Building an App Using Django, Flask, and React
https://www.freecodecamp.org/news/python-microservices-course/
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🆓 Udemy Python Courses
https://www.udemy.com/course/pythonforbeginnersintro/
https://www.udemy.com/course/python-from-beginner-to-expert-starter-free/
https://www.udemy.com/course/python-3-for-total-beginners/
https://www.udemy.com/course/learn-python-build-a-virtual-assistant-in-python/
@Py_Learning
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- Add a spreadsheet to your Jupyter notebook.
- Edit the spreadsheet to generate production-ready Python.
- Finish your data analysis quickly without worrying about Python syntax.
Link : rb.gy/cqp7if
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🆓 Introduction To Python 🐍 Programming
A Quick and Easy Intro into Python Programming
https://www.udemy.com/course/pythonforbeginnersintro/
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CS50's Web Programming with Python and JavaScript
Effort: 6–9 hours per week
Price: FREE
https://www.edx.org/course/cs50s-web-programming-with-python-and-javascript
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Distance measurement using single camera
https://github.com/Asadullah-Dal17/Distance_measurement_using_single_camera
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Algorithmic Trading with Python – Free 4-hour Course With Example Code Repos
https://www.freecodecamp.org/news/algorithmic-trading-using-python-course/amp/
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🕵️♂️ Harry Potter's Invisibility-Cloak
https://github.com/Devashi-Choudhary/Invisible-Cloak-or-Adrishya-Choga
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Chapters
Getting started with algorithms
Algorithm Complexity
Big-O Notation
Trees
Binary Search Trees
Check if a tree is BST or not
Binary Tree traversals
Lowest common ancestor of a Binary Tree
Graph
Graph Traversals
Dijkstra’s Algorithm
A* Pathfinding
A* Pathfinding Algorithm
Dynamic Programming
Applications of Dynamic Programming
Kruskal's Algorithm
Greedy Algorithms
Applications of Greedy technique
Prim's Algorithm
Bellman–Ford Algorithm
Line Algorithm
Floyd-Warshall Algorithm
Catalan Number Algorithm
Multithreaded Algorithms
Knuth Morris Pratt (KMP) Algorithm
Edit Distance Dynamic Algorithm
Online algorithms
Sorting
Bubble Sort
Merge Sort
Insertion Sort
Bucket Sort
Quicksort
Counting Sort
Heap Sort
Cycle Sort
Odd-Even Sort
Selection Sort
Searching
Substring Search
Breadth-First Search
Depth First Search
Hash Functions
Travelling Salesman
Knapsack Problem
Equation Solving
Longest Common Subsequence
Longest Increasing Subsequence
Check two strings are anagrams
Pascal's Triangle
