Umar Mehmood

20/05/2025

📊 From raw data to powerful insights — watch how I do it!

19/05/2025

Turning raw data into powerful insights — that’s the magic of Machine Learning and Data Science! 🔍📊

19/05/2025

🔍 How does an ML model go from raw data to real-world impact?

Let me take you on a 10-step journey — from idea to deployment! 🚀
This is the real workflow Data Scientists & ML Engineers follow.

🧵👇

1. 🎯 Define the Problem
What are you solving? Classification, prediction, recommendation?
Clarity comes first.

2. 📥 Data Collection
APIs, databases, scraping, sensors — get quality data that matters.
Your model depends on it!

3. 🧹 Data Preprocessing
Clean, transform & handle missing values/outliers.
Garbage in = garbage out.

4. 🤖 Choose the Right Model
Linear Regression? CNN? Random Forest?
Pick based on the problem & data size.

5. ✂️ Split the Data
Train/Test/Validation sets — avoid overfitting and test real performance.

6. 📊 Model Evaluation
Accuracy? F1-Score? RMSE?
Choose the right metric for your use case.

7. ⚙️ Hyperparameter Tuning
Grid Search 🔍 or Random Search 🎯 — improve performance with the right settings.

8. 🔁 Cross Validation
Test across data folds.
Stable models = reliable results.

9. 🛠️ Deployment
Wrap your model in Flask, FastAPI, or Streamlit.
Deploy via API or web app.

10. 📡 Monitor & Maintain
Detect data drift, retrain regularly, and ensure performance stays sharp.

💡 From zero to hero — that’s how real ML systems are built.

Which step do you find most challenging or exciting? Let’s talk 👇

09/01/2025

🌟 Very Excited and Proudly Sharing My Latest Achievement! 🌟

I’m thrilled to announce that I have received a Certificate of Recognition from Data Seekho for my valuable contribution as a Keynote Speaker in the recent Data Analysis Webinar. 🎤📊

It was an incredible experience to:
✅ Share valuable knowledge about Data Analysis and its impactful applications.
✅ Engage with passionate participants eager to learn and grow in the field of data science.
✅ Volunteer my time to contribute to a growing community of data enthusiasts.

A heartfelt thank you to Data Seekho for providing this platform to connect, inspire, and grow together. 🙏

To everyone who attended, asked insightful questions, and actively participated – you made this event a memorable one! Let’s continue to learn, collaborate, and achieve new milestones. 🚀

22/12/2024

𝗙𝐫𝐞𝐞 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬 𝐖𝐞𝐛𝐢𝐧𝐚𝐫 𝐛𝐲 𝐃𝐚𝐭𝐚 𝐬𝐞𝐞𝐤𝐡𝐨 𝐚𝐭 𝐈𝐬𝐥𝐚𝐦𝐢𝐚 𝐮𝐧𝐢𝐯𝐞𝐫𝐬𝐢𝐭𝐲 𝐛𝐚𝐡𝐚𝐰𝐚𝐥𝐩𝐮𝐫(𝐈𝐔𝐁)

📊 Unlock the Power of Data for Smarter Decisions! 📊

Join our webinar on, "𝐈𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧 𝐭𝐨 𝐃𝐚𝐭𝐚 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬: 𝐅𝐫𝐨𝐦 𝐫𝐚𝐰 𝐃𝐚𝐭𝐚 𝐭𝐨 𝐈𝐧𝐬𝐢𝐠𝐡𝐭𝐬", and learn how to transform unorganized data into meaningful insights that drive impactful decisions.

🎤 𝗦𝗽𝗲𝗮𝗸𝗲𝗿: Umar Mehmood
Expert Data Analyst with expertise in transforming raw data into actionable insights using Python , SQL , Power BI and Excel.

📅 𝐃𝐚𝐭𝐞: Sunday,December 22nd, 2024
🕗 𝐓𝐢𝐦𝐞: 07:00 - 08:00 PM PKT
🌍 𝐋𝐨𝐜𝐚𝐭𝐢𝐨𝐧: Online via zoom
🔗 𝐑𝐞𝐠𝐢𝐬𝐭𝐞𝐫 𝐍𝐨𝐰: https://forms.gle/i8oso1ArTCFBHgQi9

💡 𝐖𝐡𝐚𝐭 𝐘𝐨𝐮'𝐥𝐥 𝐋𝐞𝐚𝐫𝐧:
✔ The fundamentals of Data Analysis and its importance.
✔ Step-by-step process: From defining the problem to decision-making.
✔ Types of Data Analysis in detail
✔ Tool's of the trade: Python, Power BI, SQL and Excel.
✔ Real world project examples to boost your skills.

📢 𝗪𝗵𝘆 𝗬𝗼𝘂 𝗖𝗮𝗻’𝘁 𝗠𝗶𝘀𝘀 𝗧𝗵𝗶𝘀:
Explore real-world challenges and how to overcome them.

#𝗗𝗮𝘁𝗮𝘀𝗲𝗲𝗸𝗵𝗼 #𝗗𝗮𝘁𝗮𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀 #𝗗𝗮𝘁𝗮𝗦𝗰𝗶𝗲𝗻𝗰𝗲 #𝗣𝘆𝘁𝗵𝗼𝗻
#𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻𝗠𝗮𝗸𝗶𝗻𝗴 #𝗗𝗮𝘁𝗮𝗩𝗶𝘀𝘂𝗮𝗹𝗶𝘇𝗮𝘁𝗶𝗼𝗻 #𝗣𝗼𝘄𝗲𝗿𝗕𝗜 #𝗗𝗮𝘁𝗮𝗜𝗻𝘀𝗶𝗴𝗵𝘁𝘀 #𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝗮𝗹𝗧𝗵𝗶𝗻𝗸𝗶𝗻𝗴

26/11/2024

🎉 Achievement Unlocked: Completed Multiple Python Projects! 🚀
I’m thrilled to announce that I’ve successfully completed multiple Python projects and uploaded them to GitHub. A huge thanks to the incredible Platform and the inspiring Dr. Ammar Tufail, founder of , for making this possible. 🙏

The Python ka Chilla 2024 and Data Analyst Bootcamp provided hands-on learning experiences with Python and data analysis. Dr. Ammar Tufail’s clear and engaging teaching style made even the toughest concepts feel simple and approachable. 💡

📂 Explore My Work:
👉 My GitHub Profile[https://github.com/Umar885]
👉 Python Project Repository[https://github.com/Umar885/Python-Project]

📺 Learn with Codanics:
👉 Codanics YouTube[https://www.youtube.com/codanics]
🌐 Codanics Website[https://codanics.com/dashboard/ ]
Please feel free to follow my GitHub profile, star the repository, and check out Codanics for exceptional learning resources. Your support means a lot! 🌟
Thank you once again to Dr. Ammar Tufail and the entire community for empowering learners worldwide.

02/09/2024

Auto Mobile Sales Dashboard

26/08/2024

Coffee Shop Sales Dashboard

25/08/2024