The Ops Community ⚙️: Farha kousar

Explore "The Data Science Sandwich."

Farha kousar — Sun, 18 May 2025 13:50:05 +0000

Dive into the layers of data science with Rocky Bhatia's comprehensive guide:

Mathematics
Linear Algebra
Analytic Geometry
Matrix Vector Calculus
Optimization Regression
Dimensionality Reduction
Density Estimation
Classification Probability Statistics
Programming
Python SQL
Database (MySQL, MongoDB)
Data Structure
Web Scraping
Linux GIT
Machine Learning
Introduction
Model Mechanics
Basic Data Exploration
First ML Model
Model Validation
Underfitting & Overfitting
Random Forests (Python | R)
scikit-learn Intermediate
Handling Missing Values
Handling Categorical Variables
Pipelines
Cross-Validation (R)
XGBoost (Python | R)
Data Leakage
Deep Learning
Artificial Neural Network
Convolutional Neural Network
Recurrent Neural Network
TensorFlow
Keras
PyTorch
Single Neuron Deep Neural Network
SGD, Overfitting, Underfitting
Dropout, Batch Normalization
Binary Classification
Feature Engineering
Baseline Model
Categorical Encodings
Feature Generation
Feature Selection
Natural Language Processing
Text Classification
Word Vectors
Data Visualization Tools
Excel VBA BI (Business Intelligence)
- Tableau
- Power BI
- Qlik View
- Qlik Sense
Deployment
Microsoft Azure
Heroku
Google Cloud Platform
Flask DJango
DataBricks
Other Points
Domain Knowledge
Communication Skill
Reinforcement Learning
Case Studies (Netflix, Flipkart, Credit Card Fraud Detection, Movie Recommendation, etc.)
Keep Practicing
"Practice makes a man perfect." Save for later and stay tuned for more insights!

Connect with me (https://lnkd.in/gAjyNpEy)

Jumpstart Your Kaggle Journey with the Titanic Competition! 🚀

Farha kousar — Sun, 18 May 2025 13:47:50 +0000

Hey, want to dive into your first competition on Kaggle? You can start here with my solution for the Titanic competition!

📊 Check out the solution on Kaggle: https://lnkd.in/gNAEECA5

💻 Or explore it on GitHub: [Titanic ML https://lnkd.in/g2EwVj-8

Choose your preferred platform, review the solution, and learn how to tackle the Titanic competition on Kaggle. Don't forget to give it a star and like on both Kaggle and GitHub!

Stay updated and enhance your skills:

🔍 Follow me on Kaggle: https://lnkd.in/gP6DfbFJ

💡 Explore more resources on GitHub: https://lnkd.in/gGnJTwnE

Kaggle offers datasets to practice more, build projects, and enhance your skills. On GitHub, you'll find many resources, including GATE study material, programming languages, and HackerRank solutions.

🆓 Learn Git and GitHub with free courses and certificates:

-https://lnkd.in/gwx7hHkp
-https://lnkd.in/gHfg6NkU

🔗 Follow me for more free learning resources: https://lnkd.in/gdQg_bXa
farhakousar1601.bio.link

⚠️ Scam Internships Waste Your Time and Money

Farha kousar — Sun, 18 May 2025 13:44:46 +0000

Here’s a list of some known scam internship companies to be cautious of:
🚫 Bluestock
🚫 Bharat Intern
🚫 Codesoft
🚫 Novain
🚫 Oasis
🚫 Prodigy
🚫 Interpe
🚫 Code Alpha
🚫 Aspire Intern
🚫 Mindshift Technologies
🚫 Octanet
🚫 MSME-approved internships falsely claiming Wipro or Microsoft affiliations
🚫 MNC Internships
🚫 Innovatmetric
🚫 Technook
🚫 Skillforge
🚫 Interntech
🚫 Halointern
🚫 Hexsoftware
🚫 Devserve
🚫 Technohacks
❌Edu Tantr

❌Pinnacle Intern

❌Future Intern

❌Corizo

❌Indian Leadership Academy

❌Logic Cells

❌Internship Studio

❌GAO Tek In

❌Waysire Internship

🔍 How to Spot Scam Internships and Protect Yourself

1️⃣ Research the Company
Look up the company online. Read reviews on multiple platforms and check for a professional website and LinkedIn presence.

2️⃣ Verify Internship Details
Contact the company directly through official channels like their LinkedIn page or website. Speak with current or past interns if possible.

3️⃣ Network with Mentors
Reach out to trusted mentors or career advisors for guidance.

4️⃣ Cross-Check Listings
Check if the internship is listed on reputable platforms like LinkedIn or Glassdoor. Be cautious

5️⃣ Scrutinize Communication
Official emails should come from a company domain (e.g., @company.com), not generic accounts like Gmail or Yahoo. Poor grammar or rushed communication is suspicious.

6️⃣ Ask for Details
Request specific information about the program, your responsibilities, and the skills you’ll gain. Legitimate companies provide clear internship structures.

7️⃣ Look for Reviews & Testimonials
Search for feedback from past interns. Genuine companies often have positive testimonials online.

8️⃣ Beware of Unrealistic Offers
If it seems too good to be true—like very high pay for little work—it probably is.

9️⃣ Check Social Media Presence
Legitimate companies maintain professional and active social media profiles with consistent branding.

🔟 Never Pay Upfront Fees
Authentic internships will never ask for training, certification, or processing fees. If they do, it’s a scam.

Let’s create a safer job market! Stay informed, stay alert, and share this to help others avoid fake internships and access genuine opportunities.

Feel free to connect with me for more advice: https://lnkd.in/gXenM_Hf