Avni Arora

What is Avni doing this summer? (Live on LinkedIn) #WIADTS | B. Tech. IGDTUW'29 | Self-published Poet

[Avni Arora @avnarora]

Back on track with Week 4 Day 1
pheww!

[Avni Arora @avnarora]

Week 3 Day 3
#SummerAnalytics2026 @cnaiitg

Learn about KNN classifier, its use case and working, choosing of k value, finding KNN through brute search, kd tree, ball tree and model implementation.

#WIADTS

[Avni Arora @avnarora]

Week 3 Day 2

Learnt about different evaluation metrics for classification, regression and clustering.

Covered confusion matrix, sensitivity and specificity, recall and precision and AUC-ROC curve in detail.

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Week 3 Day 1

Learnt a lot of new terms like bias, variance, overfitting, how to minimize overfitting, relation between bias, variance & overfitting/underfitting and L1/ Lasso and L2/ Ridge Regularization.

#SummerAnalytics26 @cnaiitg

[Avni Arora @avnarora]

Back on the journey: Week 2 Day 5

Completed Logistic Regression
Spent a lot of time studying and implementing the provided Kaggle notebook.

#SummerAnalytics2026 @cnaiitg

[Avni Arora @avnarora]

Been off the grid past few days!

Had prior commitments and deadlines lines up, but I'M BACK

Catching up from Week2 Day 5 from tomorrow.

Have missed the deadline for the hackathon obviously, but gonna attempt it this week, anyways.

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Week 2 Day 4 ✨

Learnt about Linear Regression and Logistic Regression.

Got introduced to a lot of new topics. Will have to revisit and revise.

Will hopefully get more clarity about Logistic Regression on day 5.

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

@mohitbareja999 @cnaiitg Google Colab ✨

[Avni Arora @avnarora]

Week 2 Day 3 ✨

I had learnt about Linear Regression in Prob and Stats syllabus last semester but I guess today I actually understood it beyond just formulas. Loved the resources provided for today's topic!

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Week 2 Day 2 ✨
Learnings-
- diff approaches to handle categorical data
- supervised v/s unsupervised learning and its use cases
- diff types of feature transformation
- process mining and its significance

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Done with Week 2 Day 1

Added a lot to my knowledge of handling issues within a dataset. This journey just got a lot more interesting!

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Completed Week 1 Quiz
Looking forward to Week 2

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Revised Seaborn and Prob & Stats

Completed with tasks of Week 1 / 6 ✅ of DS, ML and AI learning

Looking forward to attempt the quiz tomorrow.

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

Had foundational knowledge of Python Libraries - Numpy, Pandas, Matplotlib and Seaborn

Revisiting and revising them helped cover the loopholes in my learnings

Got an introduction to Machine Learning

Will revise Prob and Stats tomorrow

#SummerAnalytics2026 @cnaiitg
#WIADTS

[Avni Arora @avnarora]

@NagaNety @cnaiitg Worked with the same stack this week to perform EDA on 'Urban Inflation Analysis (Delhi)' project. Posting updates on my profile too! Would love your insights. #WIADTS

[Avni Arora @avnarora]

@AvijitRoy579991 @cnaiitg Following the same journey, good luck!

[Avni Arora @avnarora]

@Codebrakerr @cnaiitg Great progress!