Shobhit Layal

Des Punjab - I have been documenting our Panjab the way it is. Sometimes it is sad, sometimes it is hopeful, sometimes it is simply people living through difficult or ordinary days. I am not endeavouring to refine or romanticize the adversities. I am merely capturing them with candour, standing alongside them, and cherishing them for what they truly are.

Week 2, Day 5 @OpenLearn_NITJ ✅ Today, the focus shifted to decision trees. Wrapped up with the "Composition of a Perfect Wine" challenge—extracting Feature Importance to visualize exactly how the model makes decisions. @VatsalKhanna55, I have something for you 👇 #Python

Week 2, Day 4 @OpenLearn_NITJ ✅ Today was deep dive into the geometry of Machine Learning with K-Nearest Neighbors. 1) Learned KNN 2) Feature Scaling is non-negotiable 3) Used Elbow Plot to find the optimal hyperparameter. Looks like K=9 is the sweet spot for my dataset!🎯📉

“The best way to understand a data point is to see who it hangs out with.” —one of Vatsal’s close friend @VatsalKhanna55 umhmm 😏

Week 2 Day 3 took...well, 3 days @OpenLearn_NITJ 😅 Finally wrapped up Logistic Regression. It sounds fancy, but it's basically teaching a computer to draw an 'S' curve instead of a straight line. Slow progress is still progress. #Python

Week 2, Day 2 @OpenLearn_NITJ ✅ Today was all about Regularization: 1) Ridge 2) Lasso 3) ElasticNetCV: The Auto-Pilot (Finds the perfect balance) Successfully tuned a model on the Breast Cancer dataset. 💻 #MachineLearning #Python #NITJ #OpenLearn

Week 2, Day 1 @OpenLearn_NITJ : DONE. ✅ Ended the day building my first Linear Regression model from scratch. Today's Stack: Scikit-Learn for the Model 📊Matplotlib for Visualization The Reality Check:I fed the model only Area to predict Price. 📉 Accuracy (R²): 0.27(27%) LOL😂

Week 1 at @OpenLearn_NITJ ✅ From scripting to Engineering. 🚀 Just built my first OOP Data Preprocessor for the Week 1 Milestone. It auto-cleans, engineers features, and visualizes housing data in seconds. 🧹📊 Thanks a lot to @VatsalKhanna55 and Co. #Python

Day 6 Status: Visualized ✅ @OpenLearn_NITJ Turned raw numbers into insights today with Correlation Heatmaps and Scatter Plots. Honestly? Day 6 was a much-needed easy day after the grind of the last two and I needed that win. In Picture- Today's challenge #Python #OpenLearn

@Dev_Ansh_pandey @OpenLearn_NITJ @VatsalKhanna55 Plot Twist : @VatsalKhanna55 is an RCBian 😂😂

@OpenLearn_NITJ @VatsalKhanna55 Analyzed IPL data from the last 10 years and concluded RR was the worst team amongst core 8 teams of IPL as they had worst win loss ratio but we all just know RCB is the worst no amount of analysis can disprove that 😗

Day 5 Status: Pandas Unlocked @OpenLearn_NITJ . 🐼 Loaded the Titanic dataset, cleaned the missing data, and ran survival statistics by gender. The biggest lesson? Never Quit I might be running late, but have not quit yet. On to Day 6. 👊 #Python #Pandas #OpenLearn

Day 4 Status @OpenLearn_NITJ : NumPy 1 My Brain 0 Today was the hardest day yet. Had to unlearn loops and start thinking in Matrices. 1) Speed Benchmarking ⏱️ 2) Z-score Normalization 📊 3) Linear Algebra 🧮 It was a grind to get the syntax right, but I got there. #Python

Day 3 with @OpenLearn_NITJ ! Went deep into Python functions today. Built a flexible Standard Deviation calculator, got comfortable with functional programming (map & lambda) and solved the classic Leap Year logic. The "aha" moments are starting to happen

Day 2 of learning at Cohert 1.5 📚 Just completed all the task of Day2 in ML League on @OpenLearn_NITJ #Learning #Progress #OpenLearn

ML project concept for @OpenLearn_NITJ team! 💡 The Problem: Students often prioritize the wrong subjects. The Solution: An ML model that predicts exactly which courses require the most focus based on: 1️⃣Curriculum Depth 2️⃣Real-world Application 3️⃣Historical Failure Rates

@RVCJ_FB I also had it on my mobile's lock screen 🤣🤣

Ye kya baat huyi..

@PunjabKingsIPL Thank you @PunjabKingsIPL Admin . . This one is really heart-touching. Full support to the team from the bottom of my heart. . . Thank You #SaddaPunjab #Sadda🦁

𝘛𝘩𝘦 𝘣𝘰𝘯𝘥 𝘸𝘪𝘭𝘭 𝘯𝘦𝘷𝘦𝘳 𝘣𝘦 𝘣𝘳𝘰𝘬𝘦𝘯, 𝘵𝘩𝘦 𝘭𝘰𝘷𝘦 𝘸𝘪𝘭𝘭 𝘯𝘦𝘷𝘦𝘳 𝘨𝘦𝘵 𝘭𝘰𝘴𝘵 ❤️🫶 #SaddaPunjab #PunjabKings #IPL2022 #ਸਾਡਾਪੰਜਾਬ

This IPL is a memorable year to look-back with a smile. 5 consecutive all-outs while chasing . Lol 🤣🤣 #IPL2022 #IPL

@PunjabKingsIPL @liaml4893 When the ball was in the air, I thought it is normal six (commentry was on mute). But, when it was deposited on the upper part of stadium I was left shocked. My mouth was left open.😱😱

Yep, we’ve witnessed those inter-galactic shots in training too 😉 #SherSquad, what was your first reaction to that 117m monster? 😱 #SaddaPunjab #PunjabKings #IPL2022 #ਸਾਡਾਪੰਜਾਬ @liaml4893

@PunjabKingsIPL @SDhawan25 You missed one milestone. 200 IPL matches

Knock knock! Who's there? Shikhar, the record breaker 😎 #SaddaPunjab #PunjabKings #IPL2022 #ਸਾਡਾਪੰਜਾਬ #PBKSvCSK #ShikharDhawan @SDhawan25