Forwarded from Artificial Intelligence
๐๐๐ซ๐ง ๐
๐๐๐ ๐๐ซ๐๐๐ฅ๐ ๐๐๐ซ๐ญ๐ข๐๐ข๐๐๐ญ๐ข๐จ๐ง๐ฌ ๐ข๐ง ๐๐๐๐ โ ๐๐ฅ๐จ๐ฎ๐, ๐๐ & ๐๐๐ญ๐!๐
Oracleโs Race to Certification is here โ your chance to earn globally recognized certifications for FREE!๐ฅ
๐ก Choose from in-demand certifications in:
โ๏ธ Cloud
๐ค AI
๐ Data
โฆand more!
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4lx2tin
โกBut hurry โ spots are limited, and the clock is ticking!โ ๏ธ
Oracleโs Race to Certification is here โ your chance to earn globally recognized certifications for FREE!๐ฅ
๐ก Choose from in-demand certifications in:
โ๏ธ Cloud
๐ค AI
๐ Data
โฆand more!
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4lx2tin
โกBut hurry โ spots are limited, and the clock is ticking!โ ๏ธ
โค2
Most people learn SQL just enough to pull some data. But if you really understand it, you can analyze massive datasets without touching Excel or Python.
Here are 8 game-changing SQL concepts that will make you a data pro:
๐
1. Stop pulling raw data. Start pulling insights.
The biggest mistake? Running a query that gives you everything and then filtering it later.
Good analysts donโt pull raw data. They shape the data before it even reaches them.
2. โSELECT โ is a rookie move.
Pulling all columns is lazy and slow.
A pro only selects what they need.
โ๏ธ Fewer columns = Faster queries
โ๏ธ Less noise = Clearer insights
The more precise your query, the less time you waste cleaning data.
3. GROUP BY is your best friend.
You donโt need 100,000 rows of transactions. What you need is:
โ๏ธ Sales per region
โ๏ธ Average order size per customer
โ๏ธ Number of signups per month
Grouping turns chaotic data into useful summaries.
4. Joins = Connecting the dots.
Your most important data is split across multiple tables.
Want to know how much each customer spent? You need to join:
โ๏ธ Customer info
โ๏ธ Order history
โ๏ธ Payments
Joins = unlocking hidden insights.
5. Window functions will blow your mind.
They let you:
โ๏ธ Rank customers by total purchases
โ๏ธ Calculate rolling averages
โ๏ธ Compare each row to the overall trend
Itโs like pivot tables, but way more powerful.
6. CTEs will save you from spaghetti SQL.
Instead of writing a 50-line nested query, break it into steps.
CTEs (Common Table Expressions) make your SQL:
โ๏ธ Easier to read
โ๏ธ Easier to debug
โ๏ธ Reusable
Good SQL is clean SQL.
7. Indexes = Speed.
If your queries take forever, your database is probably doing unnecessary work.
Indexes help databases find data faster.
If you work with large datasets, this is a game changer.
SQL isnโt just about pulling data. Itโs about analyzing, transforming, and optimizing it.
Master these 7 concepts, and youโll never look at SQL the same way again.
Join us on WhatsApp: https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v
Here are 8 game-changing SQL concepts that will make you a data pro:
๐
1. Stop pulling raw data. Start pulling insights.
The biggest mistake? Running a query that gives you everything and then filtering it later.
Good analysts donโt pull raw data. They shape the data before it even reaches them.
2. โSELECT โ is a rookie move.
Pulling all columns is lazy and slow.
A pro only selects what they need.
โ๏ธ Fewer columns = Faster queries
โ๏ธ Less noise = Clearer insights
The more precise your query, the less time you waste cleaning data.
3. GROUP BY is your best friend.
You donโt need 100,000 rows of transactions. What you need is:
โ๏ธ Sales per region
โ๏ธ Average order size per customer
โ๏ธ Number of signups per month
Grouping turns chaotic data into useful summaries.
4. Joins = Connecting the dots.
Your most important data is split across multiple tables.
Want to know how much each customer spent? You need to join:
โ๏ธ Customer info
โ๏ธ Order history
โ๏ธ Payments
Joins = unlocking hidden insights.
5. Window functions will blow your mind.
They let you:
โ๏ธ Rank customers by total purchases
โ๏ธ Calculate rolling averages
โ๏ธ Compare each row to the overall trend
Itโs like pivot tables, but way more powerful.
6. CTEs will save you from spaghetti SQL.
Instead of writing a 50-line nested query, break it into steps.
CTEs (Common Table Expressions) make your SQL:
โ๏ธ Easier to read
โ๏ธ Easier to debug
โ๏ธ Reusable
Good SQL is clean SQL.
7. Indexes = Speed.
If your queries take forever, your database is probably doing unnecessary work.
Indexes help databases find data faster.
If you work with large datasets, this is a game changer.
SQL isnโt just about pulling data. Itโs about analyzing, transforming, and optimizing it.
Master these 7 concepts, and youโll never look at SQL the same way again.
Join us on WhatsApp: https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v
โค5
๐ฏ ๐๐ฎ๐บ๐ฒ-๐๐ต๐ฎ๐ป๐ด๐ถ๐ป๐ด ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐๐ผ ๐ ๐ฎ๐๐๐ฒ๐ฟ ๐ฃ๐๐๐ต๐ผ๐ป ๐ณ๐ผ๐ฟ ๐๐ฟ๐ฒ๐ฒ๐
Want to break into Data Science or Tech?
Python is the #1 skill you need โ and starting is easier than you think.๐งโ๐ปโจ๏ธ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3JemBIt
Your career upgrade starts today โ no excuses!โ ๏ธ
Want to break into Data Science or Tech?
Python is the #1 skill you need โ and starting is easier than you think.๐งโ๐ปโจ๏ธ
๐๐ข๐ง๐ค๐:-
https://pdlink.in/3JemBIt
Your career upgrade starts today โ no excuses!โ ๏ธ
โค2
Forwarded from Python Projects & Resources
๐ ๐๐๐ฌ๐ญ ๐๐จ๐ฐ๐๐ซ ๐๐ ๐๐จ๐ฎ๐ซ๐ฌ๐๐ฌ ๐ข๐ง ๐๐๐๐ ๐ญ๐จ ๐๐ค๐ฒ๐ซ๐จ๐๐ค๐๐ญ ๐๐จ๐ฎ๐ซ ๐๐๐ซ๐๐๐ซ๐
In todayโs data-driven world, Power BI has become one of the most in-demand tools for businessesใฝ๏ธ๐
The best part? You donโt need to spend a fortuneโthere are free and affordable courses available online to get you started.๐ฅ๐งโ๐ป
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4mDvgDj
Start learning today and position yourself for success in 2025!โ ๏ธ
In todayโs data-driven world, Power BI has become one of the most in-demand tools for businessesใฝ๏ธ๐
The best part? You donโt need to spend a fortuneโthere are free and affordable courses available online to get you started.๐ฅ๐งโ๐ป
๐๐ข๐ง๐ค๐:-
https://pdlink.in/4mDvgDj
Start learning today and position yourself for success in 2025!โ ๏ธ
โค1
๐ Data Science Project Ideas to Practice & Master Your Skills โ
๐ข Beginner Level
โข Titanic Survival Prediction (Logistic Regression)
โข House Price Prediction (Linear Regression)
โข Exploratory Data Analysis on IPL or Netflix Dataset
โข Customer Segmentation (K-Means Clustering)
โข Weather Data Visualization
๐ก Intermediate Level
โข Sentiment Analysis on Tweets
โข Credit Card Fraud Detection
โข Time Series Forecasting (Stock or Sales Data)
โข Image Classification using CNN (Fashion MNIST)
โข Recommendation System for Movies/Products
๐ด Advanced Level
โข End-to-End Machine Learning Pipeline with Deployment
โข NLP Chatbot using Transformers
โข Real-Time Dashboard with Streamlit + ML
โข Anomaly Detection in Network Traffic
โข A/B Testing & Business Decision Modeling
๐ฌ Double Tap โค๏ธ for more! ๐ค๐
๐ข Beginner Level
โข Titanic Survival Prediction (Logistic Regression)
โข House Price Prediction (Linear Regression)
โข Exploratory Data Analysis on IPL or Netflix Dataset
โข Customer Segmentation (K-Means Clustering)
โข Weather Data Visualization
๐ก Intermediate Level
โข Sentiment Analysis on Tweets
โข Credit Card Fraud Detection
โข Time Series Forecasting (Stock or Sales Data)
โข Image Classification using CNN (Fashion MNIST)
โข Recommendation System for Movies/Products
๐ด Advanced Level
โข End-to-End Machine Learning Pipeline with Deployment
โข NLP Chatbot using Transformers
โข Real-Time Dashboard with Streamlit + ML
โข Anomaly Detection in Network Traffic
โข A/B Testing & Business Decision Modeling
๐ฌ Double Tap โค๏ธ for more! ๐ค๐
โค5
๐๐ฅ ๐๐ฒ๐ฐ๐ผ๐บ๐ฒ ๐ฎ๐ป ๐๐ด๐ฒ๐ป๐๐ถ๐ฐ ๐๐ ๐๐๐ถ๐น๐ฑ๐ฒ๐ฟ โ ๐๐ฟ๐ฒ๐ฒ ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐ฃ๐ฟ๐ผ๐ด๐ฟ๐ฎ๐บ
Master the most in-demand AI skill in todayโs job market: building autonomous AI systems.
In Ready Tensorโs free, project-first program, youโll create three portfolio-ready projects using ๐๐ฎ๐ป๐ด๐๐ต๐ฎ๐ถ๐ป, ๐๐ฎ๐ป๐ด๐๐ฟ๐ฎ๐ฝ๐ต, and vector databases โ and deploy production-ready agents that employers will notice.
Includes guided lectures, videos, and code.
๐๐ฟ๐ฒ๐ฒ. ๐ฆ๐ฒ๐น๐ณ-๐ฝ๐ฎ๐ฐ๐ฒ๐ฑ. ๐๐ฎ๐ฟ๐ฒ๐ฒ๐ฟ-๐ฐ๐ต๐ฎ๐ป๐ด๐ถ๐ป๐ด.
๐ Apply now: https://bit.ly/4mPEgER
Master the most in-demand AI skill in todayโs job market: building autonomous AI systems.
In Ready Tensorโs free, project-first program, youโll create three portfolio-ready projects using ๐๐ฎ๐ป๐ด๐๐ต๐ฎ๐ถ๐ป, ๐๐ฎ๐ป๐ด๐๐ฟ๐ฎ๐ฝ๐ต, and vector databases โ and deploy production-ready agents that employers will notice.
Includes guided lectures, videos, and code.
๐๐ฟ๐ฒ๐ฒ. ๐ฆ๐ฒ๐น๐ณ-๐ฝ๐ฎ๐ฐ๐ฒ๐ฑ. ๐๐ฎ๐ฟ๐ฒ๐ฒ๐ฟ-๐ฐ๐ต๐ฎ๐ป๐ด๐ถ๐ป๐ด.
๐ Apply now: https://bit.ly/4mPEgER
www.readytensor.ai
Agentic AI Developer Certification Program by Ready Tensor
"Join the free certification program that teaches you to build real-world agentic AI systems and gain the most in-demand skill in todayโs AI job market."
โค5๐1