Welcome to Tech Jroshan โ€” your one-stop destination to learn Data Analysis, Data Science, Python, SQL, Machine Learning, Deep Learning, Generative AI, and Agentic AI from scratch to advanced!

This channel is dedicated to helping students, beginners, freshers, and career switchers build real skills and land high-paying jobs in the tech & AI industry.

Here youโ€™ll learn:
๐Ÿ“Œ Data Analysis:
SQL โ€ข Excel โ€ข Python โ€ข Power BI โ€ข EDA โ€ข Dashboards

๐Ÿ“Œ Data Science:
Numpy โ€ข Pandas โ€ข Statistics โ€ข ML โ€ข Feature Engineering

๐Ÿ“Œ DL:
Neural Networks โ€ข TensorFlow โ€ข Keras โ€ข PyTorch โ€ข Computer Vision

๐Ÿ“Œ AI & Automation:
Generative AI โ€ข Agentic AI โ€ข LLMs

๐Ÿ“Œ Career Guidance:
Roadmaps โ€ข Portfolio projects โ€ข Resume tips โ€ข Interview preparation

If your goal is to become a Data Analyst, Data Scientist this channel will guide you step-by-step with roadmaps, tutorials, projects, and real-world explanations.

๐Ÿš€ Subscribe now and upgrade your tech career!

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Tech - jroshan

Very Important Questions

s = { 0 , 'Tech Jroshan', True, 12500, 'Python' }

print( 1 in s)


1.๐Ÿ”นTrue
2.๐Ÿ”น False
3.๐Ÿ”น 0
4.๐Ÿ”นInvalid / Error


๐Ÿ”ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i

๐ŸŽฏ Test Your SQL Skills โ€“ Free Quiz!
forms.gle/Afux5noATe5qRgB9A

๐ŸŒˆJoin my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan

๐Ÿ”—let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech

Please ping your questions or query ๐Ÿ”ฅ

#Python #DataAnalysis #Software #MachineLearning #InterviewQuestions #

1 day ago | [YT] | 2

Tech - jroshan

WHAT IS OUTPUT OF THIS PYTHON CODE ๐ŸŽฏ

res = 'Tech' + "Jroshan"
print(ees)

1๐Ÿ”นTech Jroshan
2๐Ÿ”นTech
3๐Ÿ”นJroshan
4๐Ÿ”นError
#python #coders #viral #machineCode #ProblemSolving #Developer

2 days ago | [YT] | 1

Tech - jroshan

๐Ÿš€ ๐—ฆ๐—ค๐—Ÿ - ๐— ๐˜†๐—ฆ๐—ค๐—Ÿ ๐—ช๐—ต๐˜† ๐—œ๐—ป๐—ฑ๐—ฒ๐˜…๐—ถ๐—ป๐—ด ๐—ฐ๐—ผ๐—บ๐—ฒ ๐˜๐—ผ ๐˜๐—ต๐—ฒ ๐—ฝ๐—ถ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ : ๐—ฅ๐—ฒ๐—ฎ๐—น ๐—˜๐˜…๐—ฎ๐—บ๐—ฝ๐—น๐—ฒ๐˜€ ๐—˜๐˜ƒ๐—ฒ๐—ฟ๐˜† ๐——๐—ฎ๐˜๐—ฎ ๐—ฃ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐— ๐˜‚๐˜€๐˜ ๐—ž๐—ป๐—ผ๐˜„

Indexes are not theory โ€” they directly improve query performance.
Hereโ€™s WHEN and WHERE indexing helps with simple SQL examples ๐Ÿ‘‡

---

๐Ÿ” WHERE Condition

Speeds up row filtering

SELECT *
FROM employees
WHERE city = 'Delhi';

โœ… Best Index:

CREATE INDEX idx_city ON employees(city);

---

๐Ÿ”— JOIN Condition

Faster table joins on key columns

SELECT o.order_id, c.name
FROM orders o
JOIN customers c
ON o.customer_id = c.id;

โœ… Best Index:

CREATE INDEX idx_customer_id ON orders(customer_id);

---

๐Ÿ“Š ORDER BY Sorting

Avoids extra sorting operations

SELECT *
FROM employees
ORDER BY salary;

โœ… Best Index:

CREATE INDEX idx_salary ON employees(salary);

---

๐Ÿ“ˆ GROUP BY Grouping

Speeds up aggregation queries

SELECT city, COUNT(*)
FROM employees
GROUP BY city;

โœ… Best Index:

CREATE INDEX idx_city ON employees(city);

---

๐Ÿ—ƒ๏ธ Searching Large Tables

Avoids full table scan on millions of rows

SELECT *
FROM orders
WHERE order_date = '2025-01-01';

โœ… Best Index:

CREATE INDEX idx_order_date ON orders(order_date);

---

๐Ÿ”ฅ BONUS: Composite Index

Best for real-world queries

SELECT *
FROM employees
WHERE city = 'Delhi'
AND salary > 50000
ORDER BY salary;

โœ… Best Index:

CREATE INDEX idx_city_salary ON employees(city, salary);

---

๐Ÿ“Œ Key Takeaway:
- Index columns used in WHERE, JOIN, ORDER BY, and GROUP BY

- Faster reads = Better performance
- Poor indexing = Slow applications


#DataScience #DataAnalysis #Software #MachineLearning #MysqlIndexing #SQLNotes #Testing

5 days ago | [YT] | 6

Tech - jroshan

Which measure is best for outliers?

A) ๐Ÿ”น Mean
B) ๐Ÿ”นMedian
C) ๐Ÿ”นMode
D) ๐Ÿ”นStandard deviation

๐Ÿ”ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i

๐ŸŽฏ Test Your SQL Skills โ€“ Free Quiz!
forms.gle/Afux5noATe5qRgB9A

๐ŸŒˆJoin my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan

๐Ÿ”—let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech

Please ping your questions or query ๐Ÿ”ฅ


#python #dataanalysis #problemsolving #machineLearning #InterviewQuestions

1 week ago | [YT] | 5

Tech - jroshan

Power BI Hard or Easy โ“

1.๐Ÿ”นBuilding Dashboard

2.๐Ÿ”นDAX formula

3.๐Ÿ”นModel Creations

4.๐Ÿ”นData Cleaning


#dataanalysis #pandas #powerbi #buildingdashboard #education #mentor #problemsolving

1 week ago | [YT] | 3

Tech - jroshan

What does df.groupby('Department').mean() do?

A.โ–ซ๏ธ Groups by Department and shows mean values

B.โ–ซ๏ธ Sorts DataFrame by Department

C.โ–ซ๏ธ Deletes Department column

D.โ–ซ๏ธ Shows max salary per Department


๐Ÿ”ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i

๐ŸŽฏ Test Your SQL Skills โ€“ Free Quiz!
forms.gle/Afux5noATe5qRgB9A

๐ŸŒˆJoin my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan

๐Ÿ”—let's build a strong professional community together. Connect now!
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Please ping your questions or query ๐Ÿ”ฅ

#post #viral #interview #QuestionsAnswering #MachineLearning #dataanalysis #datascience

2 weeks ago | [YT] | 3

Tech - jroshan

Which method returns summary statistics for numeric columns?

A.โ–ซ๏ธ df.info()
B.โ–ซ๏ธ df.describe()
C.โ–ซ๏ธ df.summary()
D.โ–ซ๏ธ df.stats()



๐Ÿ”ฅ Join Groups for latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i

๐ŸŽฏ Test Your SQL Skills โ€“ Free Quiz!
forms.gle/Afux5noATe5qRgB9A

๐ŸŒˆJoin my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan

๐Ÿ”—let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech

Please ping your questions or query ๐Ÿ”ฅ


#datacleaning #dataanalysis #datascience #software #machinelearning #interview #problemsolving

3 weeks ago | [YT] | 6

Tech - jroshan

Which method checks for missing values?

A.๐Ÿ”น df.isnull()
B.๐Ÿ”น df.fillna()
C.๐Ÿ”น df.dropna()
D.๐Ÿ”นdf.notnull()


๐Ÿ”ฅ Join Groups for latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i

๐ŸŽฏ Test Your SQL Skills โ€“ Free Quiz!
forms.gle/Afux5noATe5qRgB9A

๐ŸŒˆJoin my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan

๐Ÿ”—let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech

Top 10 Machine Learning questions:- ๐ŸŒˆ
lnkd.in/gcewTQdC

Please ping your questions or query ๐Ÿ”ฅ

#python #pandas #dataanalysis #datascience #interview

1 month ago | [YT] | 3