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Complete Roadmap to learn SQL
๐Ÿ‘‡๐Ÿ‘‡

Step 1: Basics of SQL
1. Learn SQL syntax, keywords, and basic commands (SELECT, FROM, WHERE).
2. Practice querying data from a single table.
3. Understand data types, NULL values, and basic functions (COUNT, SUM, AVG).
4. Experiment with simple filtering and sorting.

Step 2: Intermediate SQL
1. Dive deeper into SQL with JOIN operations (INNER JOIN, LEFT JOIN, RIGHT JOIN).
2. Learn about subqueries and correlated subqueries.
3. Practice using aggregate functions (GROUP BY, HAVING) for data summarization.
4. Explore table creation, modification, and deletion commands (CREATE, ALTER, DROP).

Step 3: Advanced SQL
1. Master advanced SQL concepts such as window functions and common table
expressions (CTEs).
2. Learn about indexing and optimization techniques for query performance.
3. Practice writing complex queries involving multiple joins and subqueries.
4. Explore advanced topics like stored procedures, triggers, and transactions.

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Hope it helps :)
๐Ÿฎ๐Ÿฌ ๐—ฆ๐—ค๐—Ÿ ๐—พ๐˜‚๐—ฒ๐—ฟ๐˜† ๐—ผ๐—ฝ๐˜๐—ถ๐—บ๐—ถ๐˜‡๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐˜๐—ฒ๐—ฐ๐—ต๐—ป๐—ถ๐—พ๐˜‚๐—ฒ๐˜€

Below are the SQL query optimization techniques that I found to be significant, listed in the top 20:

1. Create an index on huge tables (>1.000.000) rows
2. Use EXIST() instead of COUNT() to find an element in the table
3. SELECT fields instead of using SELECT *
4. Avoid Subqueries in WHERE Clause
5. Avoid SELECT DISTINCT where possible
6. Use WHERE Clause instead of HAVING
7. Create joins with INNER JOIN (not WHERE)
8. Use LIMIT to sample query results
9. Use UNION ALL instead of UNION wherever possible
10. Use UNION where instead of WHERE ... or ... query.
11. Run your query during off-peak hours
12. Avoid using OR in join queries
14. Choose GROUP BY over window functions
15. Use derived and temporary tables
16. Drop the index before loading bulk data
16. Use materialized views instead of views
17. Avoid != or <> (not equal) operator
18. Minimize the number of subqueries
19. Use INNER join as little as possible when you can get the same output using LEFT/RIGHT join.
20. Frequently try to use temporary sources to retrieve the same dataset.

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SQL for Data Analysis:
30 commonly asked questions in database management system (DBMS) interviews

๐Ÿ‘‡๐Ÿ‘‡

1. What is a DBMS?
2. Differentiate between DBMS and RDBMS.
3. What are the advantages and disadvantages of using a DBMS?
4. Explain the three levels of data abstraction in DBMS.
5. What is a database schema?
6. Define normalization and its importance in database design.
7. What are the different types of database models?
8. What is ACID (Atomicity, Consistency, Isolation, Durability) in DBMS?
9. What is a primary key, and why is it important?
10. Explain the concept of foreign keys.
11. Differentiate between a candidate key, primary key, and super key.
12. What is a transaction in a database?
13. Describe the differences between DELETE, TRUNCATE, and DROP commands.
14. What is a view in a database?
15. Explain indexing in databases.
16. What is a stored procedure?
17. What are the advantages of using stored procedures?
18. Describe the differences between clustered and non-clustered indexes.
19. What is a deadlock in DBMS?
20. How can you avoid deadlocks in a database?
21. What is data redundancy, and how can it be minimized?
22. What is a trigger in a database?
23. Describe the different types of joins in SQL.
24. What is a constraint in a database?
25. Explain the differences between a unique key and a primary key.
26. How does SQL differ from NoSQL databases?
27. What is the CAP theorem, and how does it relate to databases?
28. Explain the concept of data warehousing.
29. What are OLTP and OLAP, and how do they differ?
30. How would you approach database performance tuning and optimization?
In SQL interviews, candidates are often asked about the following topics:

Basic SQL commands: Candidates may be asked to write basic SQL commands to retrieve, update, or delete data from a database.
Joins: Understanding different types of joins (e.g., inner join, outer join, left join, right join) and how to use them effectively.
Subqueries: Writing and understanding subqueries to retrieve specific data from a database.
Indexes: Understanding the purpose of indexes in a database and how they can improve query performance.
Normalization: Knowledge of database normalization and its importance in database design.
Constraints: Understanding different types of constraints (e.g., primary key, foreign key, unique constraint) and how they are used to maintain data integrity.
Aggregation functions: Knowledge of aggregation functions such as SUM, AVG, COUNT, MAX, and MIN, and how they are used in SQL queries.
Data manipulation language (DML) and data definition language (DDL): Understanding the difference between DML and DDL and being able to write queries using both.
Performance tuning: Understanding how to optimize SQL queries for better performance, including using indexes, avoiding correlated subqueries, and minimizing data retrieval.
Stored procedures and functions: Knowledge of creating and using stored procedures and functions in SQL.
These are some common topics that are often covered in SQL interviews. It's important for candidates to have a solid understanding of these concepts and be able to apply them in practical scenarios.

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Typical Java Interview Questions sorted by experience


Junior
* Name some of the characteristics of OO programming languages
* What are the access modifiers you know? What does each one do?
* What is the difference between overriding and overloading a method in Java?
* Whatโ€™s the difference between an Interface and an abstract class?
* Can an Interface extend another Interface?
* What does the static word mean in Java?
* Can a static method be overridden in Java?
* What is Polymorphism? What about Inheritance?
* Can a constructor be inherited?
* Do objects get passed by reference or value in Java? Elaborate on that.
* Whatโ€™s the difference between using == and .equals on a string?
* What is the hashCode() and equals() used for?
* What does the interface Serializable do? What about Parcelable in Android?
* Why are Array and ArrayList different? When would you use each?
* Whatโ€™s the difference between an Integer and int?
* What is a ThreadPool? Is it better than using several โ€œsimpleโ€ threads?
* What the difference between local, instance and class variables?

Mid
* What is reflection?
* What is dependency injection? Can you name a few libraries? (Have you used any?)
* What are strong, soft and weak references in Java?
* What does the keyword synchronized mean?
* Can you have โ€œmemory leaksโ€ on Java?
* Do you need to set references to null on Java/Android?
* What does it means to say that a String is immutable?
* What are transient and volatile modifiers?
* What is the finalize() method?
* How does the try{} finally{} works?
* What is the difference between instantiation and initialisation of an object?
* When is a static block run?
* Why are Generics are used in Java?
* Can you mention the design patterns you know? Which of those do you normally use?
* Can you mention some types of testing you know?

Senior
* How does Integer.parseInt() works?
* Do you know what is the โ€œdouble check lockingโ€ problem?
* Do you know the difference between StringBuffer and StringBuilder?
* How is a StringBuilder implemented to avoid the immutable string allocation problem?
* What does Class.forName method do?
* What is Autoboxing and Unboxing?
* Whatโ€™s the difference between an Enumeration and an Iterator?
* What is the difference between fail-fast and fail safe in Java?
* What is PermGen in Java?
* What is a Java priority queue?
* *s performance influenced by using the same number in different types: Int, Double and Float?
* What is the Java Heap?
* What is daemon thread?
* Can a dead thread be restarted?

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100+ Practice Questions

โ C/C++
โ Python
โ JavaScript
โ Java
โ C#
โ Golang

โžŠ Simple Numbers

โž€ Find a digit at a specific place in a number
โž Find count of digits in a number
โž‚ Find the largest digit
โžƒ Find the 2nd largest digit
โž„ Find the kth largest digit
โž… Find the smallest digit
โž† Find the 2nd smallest digit
โž‡ Find the kth smallest digit
โžˆ Find generic root (sum of all digits) of a number
โž‰ Reverse the digits in a number
โž€โž€ Rotate the digits in a number
โž€โž Is the number a palindrome?
โž€โž‚ Find sum of 'n' numbers
โž€โžƒ Check if a number is perfect square
โž€โž„ Find a number in an AP sequence
โž€โž… Find a number in a GP sequence
โž€โž† Find a number in fibonacci sequence
โž€โž‡ Check number divisibility by 2, 3, 5, 9
โž€โžˆ Check if a number is primary or not
20. Given a number, print all primes smaller than it
โžโž€ Check if a number is circular prime or not
โžโž Find all prime factors of a number
โžโž‚ Find the GCD of 2 numbers
โžโžƒ Find the LCM of 2 numbers
โžโž„ Find the factorial of a number
โžโž… Find the exponentiation of a number

โž‹ Unit Conversion

โž€ Number Base (Binary, Octal, Hexadecimal, Decimal)
โž Weight (gram, kg, pound)
โž‚ Height (cm, m, inch, feet)
โžƒ Temperature (centigrade, fahrenhite)
โž„ Distance (km, mile)
โž… Area (mยฒ, kmยฒ, acre)
โž† Volume (ltr, gallon)
โž‡ Time (sec, min, hour)
โžˆ Currency

โžŒ Calculator

โž€ Loan EMI Calculator
โž Fixed Deposit Returns Calculator
โž‚ Interest Calculator
โžƒ BMI Calculator
โž„ Item Price (considering tax, discount, shipping)
โž… Tip Calculator

โž Geometry

โž€ Find distance between 2 points
โž Given 2 sides of a right angle triangle, find the 3rd
โž‚ Find 3rd angle of a triangle when 2 are given
โžƒ Area of a triangle when 3 sides are given
โž„ Area of a right angle triangle
โž… Perimeter of a Square
โž† Area of a Square
โž‡ Perimeter of a Rectangle
โžˆ Area of a Rectangle
โž‰ Circumference of a Circle
โž€โž€ Area of a Circle
โž€โž Circumference of a Semi-Circle
โž€โž‚ Area of a Semi-Circle
โž€โžƒ Area of a Ring
โž€โž„ Circumference of an Ellipse
โž€โž… Area of an Ellipse
โž€โž† Suface Area of a Sphere
โž€โž‡ Volume of a Sphere
โž€โžˆ Surface Area of a Hemisphere
20. Volume of a Hemisphere
โžโž€ Surface area of a Cube
โžโž Volume of a Cube
โžโž‚ Surface area of a Cylinder
โžโžƒ Volume of a Cylinder

โžŽ Vector

โž€ Find Scalar Multiplication of a vector
โž Find addition/subtraction of vectors
โž‚ Find magnitude of a vector
โžƒ Find an unit vector along a given vector
โž„ Find dot product of 2 vectors
โž… Find cross product of 2 vectors
โž† Check if 2 vectors are orthogonal

โž Matrix

โž€ Find the determinant of a matrix
โž Find Scalar Multiplication of a matrix
โž‚ Find addition/subtraction of matrices
โžƒ Find the transpose of a matrix
โž„ Find if 2 matrices are orthogonal
โž… Find inverse of a 2x2 and 3x3 matrix

โž Set

โž€ Find Union of 2 sets
โž Find Intersection of 2 sets
โž‚ Find the Difference of 2 sets
โžƒ Find the Symmetric Difference of 2 sets
โž„ Find if a set is subset/superset of another set
โž… Find if 2 sets are disjoints

โž‘ Special Numbers

โž€ Strong Number
โž Perfect Number
โž‚ Armstrong Number
โžƒ Harshad Number
โž„ Kaprekar Number
โž… Lychrel Number
โž† Narcissistic Decimal Number
โž‡ Lucus Number
โžˆ Catalan Number
โž‰ Duck Number
โž€โž€ Ugly Number
โž€โž Abundant Number
โž€โž‚ Deficient Number
โž€โžƒ Automorphic Number
โž€โž„ Magic Number
โž€โž… Friendly Pair Numbers
โž€โž† Neon Number
โž€โž‡ Spy Number
โž€โžˆ Happy Number
20. Sunny Number
โžโž€ Disarium Number
โžโž Pronic Number
โžโž‚ Trimorphic Number
โžโžƒ Evil Number
โžโž„ Amicable Pairs

๐Ÿšฅ Last Words

โฌ˜ If you want to excel in programming, practice a lot.

โฌ™ Problems based on numbers are easy to start with and they help in improving your analytical skills.

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Share with your friends! ๐Ÿš€

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๐Ÿ“š Useful Resources for the Programmers

Data Analyst Roadmap
https://t.me/sqlspecialist/94

Free C course from Microsoft
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Interactive React Native Resources
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Python for Data Science and ML
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Ethical Hacking Bootcamp
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Unity Documentation
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Advanced Javascript concepts
https://t.me/Programming_experts/72

Oops in Java
https://nptel.ac.in/courses/106105224

Intro to Version control with Git
https://docs.microsoft.com/en-us/learn/modules/intro-to-git/0-introduction

Python Data Structure and Algorithms
https://t.me/programming_guide/76

Free PowerBI course by Microsoft
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Data Structures Interview Preparation
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๐Ÿป Free Programming Courses by Microsoft

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โฏ C#
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