Coding Projects
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These are top 5 data structures and algorithms projects, allowing you to dive deep into the world of DSA ๐Ÿ’ช๐Ÿป

โ€ขProject 1: Snakes Game (Arrays)

The Snakes Game project is a classic implementation of the popular game
Snake.

This project allows you to understand the concepts of arrays, loops, and conditional statements. You can further enhance the game by incorporating additional features such as score tracking and power-ups.

โ€ขProject 2: Cash Flow Minimizer (Graphs/ Multisets/Heaps)

The Cash Flow Minimizer project involves solving a cash flow optimization problem using graphs, multisets, and heaps. Given a set of transactions among a group of people, the objective is to minimize the total number of transactions required to settle all debts

โ€ขProject 3: Sudoku Solver (Backtracking)

The Sudoku Solver project aims to solve the popular Sudoku puzzle using backtracking. This project allows you to understand the backtracking algorithm, which is widely used in solving constraint satisfaction problems.

โ€ขProject 4: File Zipper (Greedy Huffman
Encoder)

The File Zipper project focuses on implementing a file compression utility using the Greedy Huffman encoding algorithm. This project provides a practical application of the greedy algorithm and helps you understand the trade-offs between
compression ratio and execution time.

โ€ขProject 5: Map Navigator (Dijkstraโ€™s
Algorithm)

The Map Navigator project aims to develop a navigation system using Dijkstraโ€™s algorithm. It involves finding the shortest path between two locations on a map, considering factors such as distance and traffic.

You can check these amazing resources for DSA Preparation

Join for more: https://t.iss.one/crackingthecodinginterview

All the best ๐Ÿ‘๐Ÿ‘
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Natural Language Processing Projects.pdf
13.2 MB
Natural Language Processing Projects
Akshay Kulkarni, 2022
Python Machine Learning Projects.pdf
871.9 KB
Python Machine Learning Projects
DigitalOcean, 2022
R Projects For Dummies.pdf
5.6 MB
R Projects for Dummies
Joseph Schmuller, 2018
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PREPARING FOR AN ONLINE INTERVIEW?

10 basic tips to consider when invited/preparing for an online interview:

1. Get to know the online technology that the interviewer(s) will use. Is it a phone call, WhatsApp, Skype or Zoom interview? If not clear, ask.

2. Familiarize yourself with the online tools that youโ€™ll be using. Understand how Zoom/Skype works and test it well in advance. Test the sound and video quality.

3. Ensure that your internet connection is stable. If using mobile data, make sure itโ€™s adequate to sustain the call to the end.

4. Ensure the lighting and the background is good. Remove background clutter. Isolate yourself in a place where youโ€™ll not have any noise distractions.

5. For Zoom/Skype calls, use your desktop or laptop instead of your phone. Theyโ€™re more stable especially for video calls.

6. Mute all notifications on your computer/phone to avoid unnecessary distractions.

7. Ensure that your posture is right. Just because itโ€™s a remote interview does not mean you slouch on your couch. Maintain an upright posture.

8. Prepare on the other job specifics just like you would for a face-to-face interview

9. Dress up like you would for a face-to-face interview.

10. Be all set at least 10 minutes to the start of interview.
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Type of problem, while solving DSA problem in Array

โ—
There are many types of problems that can be solved using arrays and different techniques in Data Structures and Algorithms. Here are some common problem types and techniques that you might encounter:

๐Ÿ. ๐’๐ฅ๐ข๐๐ข๐ง๐  ๐ฐ๐ข๐ง๐๐จ๐ฐ ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you are given an array and a window size, and you have to find a subarray of that size that satisfies certain conditions. You can use a sliding window technique to efficiently search through the array by maintaining a current window of fixed size and updating it as you move forward.

๐Ÿ. ๐“๐ฐ๐จ ๐ฉ๐จ๐ข๐ง๐ญ๐ž๐ซ ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you use two pointers to traverse the array from both ends and find a certain pattern or condition. For example, you can use two pointers to find a pair of elements that sum up to a target value, or to reverse an array.

๐Ÿ‘. ๐’๐จ๐ซ๐ญ๐ข๐ง๐  ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you are asked to sort an array in a certain way, such as in ascending or descending order, or according to certain criteria such as frequency or value. You can use sorting algorithms such as merge sort or quick sort to efficiently sort the array.


๐Ÿ’. ๐’๐ž๐š๐ซ๐œ๐ก๐ข๐ง๐  ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you are asked to find a specific element in the array or to search for a certain pattern. You can use searching algorithms such as binary search or linear search to efficiently search through the array.

๐Ÿ“. ๐’๐ฎ๐›๐š๐ซ๐ซ๐š๐ฒ ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you are asked to find a contiguous subarray that satisfies certain conditions. You can use techniques such as prefix sum or Kadane's algorithm to efficiently find the subarray with the maximum sum.


๐Ÿ”. ๐‚๐จ๐ฎ๐ง๐ญ๐ข๐ง๐  ๐ฉ๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: In these problems, you are asked to count the occurrences of certain elements or to count the number of subarrays or subsequences that satisfy certain conditions. You can use techniques such as hashing or dynamic programming to efficiently count the occurrences or number of subarrays.
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Important AI Terms Explained
๐Ÿ‘4
Complete SQL road map
๐Ÿ‘‡๐Ÿ‘‡

1.Intro to SQL
โ€ข Definition
โ€ข Purpose
โ€ข Relational DBs
โ€ข DBMS

2.Basic SQL Syntax
โ€ข SELECT
โ€ข FROM
โ€ข WHERE
โ€ข ORDER BY
โ€ข GROUP BY

3. Data Types
โ€ข Integer
โ€ข Floating-Point
โ€ข Character
โ€ข Date
โ€ข VARCHAR
โ€ข TEXT
โ€ข BLOB
โ€ข BOOLEAN

4.Sub languages
โ€ข DML
โ€ข DDL
โ€ข DQL
โ€ข DCL
โ€ข TCL

5. Data Manipulation
โ€ข INSERT
โ€ข UPDATE
โ€ข DELETE

6. Data Definition
โ€ข CREATE
โ€ข ALTER
โ€ข DROP
โ€ข Indexes

7.Query Filtering and Sorting
โ€ข WHERE
โ€ข AND
โ€ข OR Conditions
โ€ข Ascending
โ€ข Descending

8. Data Aggregation
โ€ข SUM
โ€ข AVG
โ€ข COUNT
โ€ข MIN
โ€ข MAX

9.Joins and Relationships
โ€ข INNER JOIN
โ€ข LEFT JOIN
โ€ข RIGHT JOIN
โ€ข Self-Joins
โ€ข Cross Joins
โ€ข FULL OUTER JOIN

10.Subqueries
โ€ข Subqueries used in
โ€ข Filtering data
โ€ข Aggregating data
โ€ข Joining tables
โ€ข Correlated Subqueries

11.Views
โ€ข Creating
โ€ข Modifying
โ€ข Dropping Views

12.Transactions
โ€ข ACID Properties
โ€ข COMMIT
โ€ข ROLLBACK
โ€ข SAVEPOINT
โ€ข ROLLBACK TO SAVEPOINT

13.Stored Procedures
โ€ข CREATE PROCEDURE
โ€ข ALTER PROCEDURE
โ€ข DROP PROCEDURE
โ€ข EXECUTE PROCEDURE
โ€ข User-Defined Functions (UDFs)

14.Triggers
โ€ข Trigger Events
โ€ข Trigger Execution and Syntax

15. Security and Permissions
โ€ข CREATE USER
โ€ข GRANT
โ€ข REVOKE
โ€ข ALTER USER
โ€ข DROP USER

16.Optimizations
โ€ข Indexing Strategies
โ€ข Query Optimization

17.Normalization
โ€ข 1NF(Normal Form)
โ€ข 2NF
โ€ข 3NF
โ€ข BCNF

18.Backup and Recovery
โ€ข Database Backups
โ€ข Point-in-Time Recovery

19.NoSQL Databases
โ€ข MongoDB
โ€ข Cassandra etc...
โ€ข Key differences

20. Data Integrity
โ€ข Primary Key
โ€ข Foreign Key

21.Advanced SQL Queries
โ€ข Window Functions
โ€ข Common Table Expressions (CTEs)

22.Full-Text Search
โ€ข Full-Text Indexes
โ€ข Search Optimization

23. Data Import and Export
โ€ข Importing Data
โ€ข Exporting Data (CSV, JSON)
โ€ข Using SQL Dump Files

24.Database Design
โ€ข Entity-Relationship Diagrams
โ€ข Normalization Techniques

25.Advanced Indexing
โ€ข Composite Indexes
โ€ข Covering Indexes

26.Database Transactions
โ€ข Savepoints
โ€ข Nested Transactions
โ€ข Two-Phase Commit Protocol

27.Performance Tuning
โ€ข Query Profiling and Analysis
โ€ข Query Cache Optimization

------------------ END -------------------

Some good resources to learn SQL

1.Tutorial & Courses
โ€ข Udacity: imp.i115008.net/AoAg7K

2. YouTube Channel's
โ€ข FreeCodeCamp:rb.gy/pprz73
โ€ข Programming with Mosh: rb.gy/g62hpe


ENJOY LEARNING ๐Ÿ‘๐Ÿ‘
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Getting job offers as a developer involves several steps:๐Ÿ‘จโ€๐Ÿ’ป๐Ÿš€

1. Build a Strong Portfolio: Create a portfolio of projects that showcase your skills. Include personal projects, open-source contributions, or freelance work. This demonstrates your abilities to potential employers.๐Ÿ‘จโ€๐Ÿ’ป

2. Enhance Your Skills: Stay updated with the latest technologies and trends in your field. Consider taking online courses, attending workshops, or earning certifications to bolster your skills.๐Ÿš€

3. Network: Attend industry events, conferences, and meetups to connect with professionals in your field. Utilize social media platforms like LinkedIn to build a professional network.๐Ÿ”ฅ

4. Resume and Cover Letter: Craft a tailored resume and cover letter for each job application. Highlight relevant skills and experiences that match the job requirements.๐Ÿ“‡

5. Job Search Platforms: Utilize job search websites like LinkedIn, Indeed, Glassdoor, and specialized platforms like Stack Overflow Jobs, GitHub Jobs, or AngelList for tech-related positions. ๐Ÿ”

6. Company Research: Research companies you're interested in working for. Customize your application to show your genuine interest in their mission and values.๐Ÿ•ต๏ธโ€โ™‚๏ธ

7. Prepare for Interviews: Be ready for technical interviews. Practice coding challenges, algorithms, and data structures. Also, be prepared to discuss your past projects and problem-solving skills.๐Ÿ“

8. Soft Skills: Develop your soft skills like communication, teamwork, and problem-solving. Employers often look for candidates who can work well in a team and communicate effectively.๐Ÿ’ป

9. Internships and Freelancing: Consider internships or freelancing opportunities to gain practical experience and build your resume. ๐Ÿ 

10. Personal Branding: Maintain an online presence by sharing your work, insights, and thoughts on platforms like GitHub, personal blogs, or social media. This can help you get noticed by potential employers.๐Ÿ‘ฆ

11. Referrals: Reach out to your network and ask for referrals from people you know in the industry. Employee referrals are often highly valued by companies.๐ŸŒˆ

12. Persistence: The job search process can be challenging. Don't get discouraged by rejections. Keep applying, learning, and improving your skills.๐Ÿ’ฏ

13. Negotiate Offers: When you receive job offers, negotiate your salary and benefits. Research industry standards and be prepared to discuss your expectations.๐Ÿ“‰

Remember that the job search process can take time, so patience is key. By focusing on these steps and continuously improving your skills and network, you can increase your chances of receiving job offers as a developer.
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Python Functions
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