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 youโll learn:
๐ Data Analysis:
SQL โข Excel โข Python โข Power BI โข EDA โข Dashboards
๐ Data Science:
Numpy โข Pandas โข Statistics โข ML โข Feature Engineering
๐ DL:
Neural Networks โข TensorFlow โข Keras โข PyTorch โข Computer Vision
๐ AI & Automation:
Generative AI โข Agentic AI โข LLMs
๐ Career Guidance:
Roadmaps โข Portfolio projects โข Resume tips โข 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.
๐ Subscribe now and upgrade your tech career!
Instagram: @tech_jroshan
YouTube: @tech_jroshan
Tech - jroshan
Very Important Questions
s = { 0 , 'Tech Jroshan', True, 12500, 'Python' }
print( 1 in s)
1.๐นTrue
2.๐น False
3.๐น 0
4.๐นInvalid / Error
๐ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i
๐ฏ Test Your SQL Skills โ Free Quiz!
forms.gle/Afux5noATe5qRgB9A
๐Join my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan
๐let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech
Please ping your questions or query ๐ฅ
#Python #DataAnalysis #Software #MachineLearning #InterviewQuestions #
1 day ago | [YT] | 2
View 0 replies
Tech - jroshan
WHAT IS OUTPUT OF THIS PYTHON CODE ๐ฏ
res = 'Tech' + "Jroshan"
print(ees)
1๐นTech Jroshan
2๐นTech
3๐นJroshan
4๐นError
#python #coders #viral #machineCode #ProblemSolving #Developer
2 days ago | [YT] | 1
View 2 replies
Tech - jroshan
https://youtu.be/aBkUzZjkFi0?feature=...
3 days ago | [YT] | 2
View 0 replies
Tech - jroshan
๐ ๐ฆ๐ค๐ - ๐ ๐๐ฆ๐ค๐ ๐ช๐ต๐ ๐๐ป๐ฑ๐ฒ๐ ๐ถ๐ป๐ด ๐ฐ๐ผ๐บ๐ฒ ๐๐ผ ๐๐ต๐ฒ ๐ฝ๐ถ๐ฐ๐๐๐ฟ๐ฒ : ๐ฅ๐ฒ๐ฎ๐น ๐๐ ๐ฎ๐บ๐ฝ๐น๐ฒ๐ ๐๐๐ฒ๐ฟ๐ ๐๐ฎ๐๐ฎ ๐ฃ๐ฟ๐ผ๐ณ๐ฒ๐๐๐ถ๐ผ๐ป๐ฎ๐น ๐ ๐๐๐ ๐๐ป๐ผ๐
Indexes are not theory โ they directly improve query performance.
Hereโs WHEN and WHERE indexing helps with simple SQL examples ๐
---
๐ WHERE Condition
Speeds up row filtering
SELECT *
FROM employees
WHERE city = 'Delhi';
โ Best Index:
CREATE INDEX idx_city ON employees(city);
---
๐ 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;
โ Best Index:
CREATE INDEX idx_customer_id ON orders(customer_id);
---
๐ ORDER BY Sorting
Avoids extra sorting operations
SELECT *
FROM employees
ORDER BY salary;
โ Best Index:
CREATE INDEX idx_salary ON employees(salary);
---
๐ GROUP BY Grouping
Speeds up aggregation queries
SELECT city, COUNT(*)
FROM employees
GROUP BY city;
โ Best Index:
CREATE INDEX idx_city ON employees(city);
---
๐๏ธ Searching Large Tables
Avoids full table scan on millions of rows
SELECT *
FROM orders
WHERE order_date = '2025-01-01';
โ Best Index:
CREATE INDEX idx_order_date ON orders(order_date);
---
๐ฅ BONUS: Composite Index
Best for real-world queries
SELECT *
FROM employees
WHERE city = 'Delhi'
AND salary > 50000
ORDER BY salary;
โ Best Index:
CREATE INDEX idx_city_salary ON employees(city, salary);
---
๐ 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
View 1 reply
Tech - jroshan
Which measure is best for outliers?
A) ๐น Mean
B) ๐นMedian
C) ๐นMode
D) ๐นStandard deviation
๐ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i
๐ฏ Test Your SQL Skills โ Free Quiz!
forms.gle/Afux5noATe5qRgB9A
๐Join my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan
๐let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech
Please ping your questions or query ๐ฅ
#python #dataanalysis #problemsolving #machineLearning #InterviewQuestions
1 week ago | [YT] | 5
View 0 replies
Tech - jroshan
Power BI Hard or Easy โ
1.๐นBuilding Dashboard
2.๐นDAX formula
3.๐นModel Creations
4.๐นData Cleaning
#dataanalysis #pandas #powerbi #buildingdashboard #education #mentor #problemsolving
1 week ago | [YT] | 3
View 0 replies
Tech - jroshan
What does df.groupby('Department').mean() do?
A.โซ๏ธ Groups by Department and shows mean values
B.โซ๏ธ Sorts DataFrame by Department
C.โซ๏ธ Deletes Department column
D.โซ๏ธ Shows max salary per Department
๐ฅ Join Groups for the latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i
๐ฏ Test Your SQL Skills โ Free Quiz!
forms.gle/Afux5noATe5qRgB9A
๐Join my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan
๐let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech
Please ping your questions or query ๐ฅ
#post #viral #interview #QuestionsAnswering #MachineLearning #dataanalysis #datascience
2 weeks ago | [YT] | 3
View 2 replies
Tech - jroshan
Which method returns summary statistics for numeric columns?
A.โซ๏ธ df.info()
B.โซ๏ธ df.describe()
C.โซ๏ธ df.summary()
D.โซ๏ธ df.stats()
๐ฅ Join Groups for latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i
๐ฏ Test Your SQL Skills โ Free Quiz!
forms.gle/Afux5noATe5qRgB9A
๐Join my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan
๐let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech
Please ping your questions or query ๐ฅ
#datacleaning #dataanalysis #datascience #software #machinelearning #interview #problemsolving
3 weeks ago | [YT] | 6
View 0 replies
Tech - jroshan
Which method checks for missing values?
A.๐น df.isnull()
B.๐น df.fillna()
C.๐น df.dropna()
D.๐นdf.notnull()
๐ฅ Join Groups for latest Update and Notes:-
whatsapp.com/channel/0029Va53iL3D8SE74GZFsz3i
๐ฏ Test Your SQL Skills โ Free Quiz!
forms.gle/Afux5noATe5qRgB9A
๐Join my YouTube channel for in-depth discussions
youtube.com/@tech_jroshan
๐let's build a strong professional community together. Connect now!
www.linkedin.com/in/roshan-jha-tech
Top 10 Machine Learning questions:- ๐
lnkd.in/gcewTQdC
Please ping your questions or query ๐ฅ
#python #pandas #dataanalysis #datascience #interview
1 month ago | [YT] | 3
View 0 replies
Load more