Mphasis is hiring Analyst

Location: Bengalore, India

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Barclays is hiring Data Engineer

For 2022, 2023, 2024 gards
Location: Pune

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𝐕𝐨𝐥𝐯𝐨 is hiring
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Qualifications: Bachelor's Degree/ Graduation
Experience: Freshers
Location: Bangalore, India

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Google is hiring
Position: Account Strategist, Google Customer Solutions
Qualifications: Bachelor’s degree
Experience: Experienced
Location: Mumbai; Gurugram; Bengaluru, India

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𝐊𝐏𝐌𝐆 is hiring
Position: Analyst - Consulting Implementation
Qualification: Any Graduate/ Postgraduate
Experience: 0-2 (Years)
Location: Gurgaon, India

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𝗧𝗖𝗦 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗢𝗻 𝗗𝗮𝘁𝗮 𝗠𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁 - 𝗘𝗻𝗿𝗼𝗹𝗹 𝗙𝗼𝗿 𝗙𝗥𝗘𝗘😍

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✅ Data Science Interview Prep Guide

1️⃣ Core Data Science Concepts
• What is Data Science vs Data Analytics vs ML
• Descriptive, diagnostic, predictive, prescriptive analytics
• Structured vs unstructured data
• Data-driven decision making
• Business problem framing

2️⃣ Statistics Probability (Non-Negotiable)
• Mean, median, variance, standard deviation
• Probability distributions (normal, binomial, Poisson)
• Hypothesis testing p-values
• Confidence intervals
• Correlation vs causation
• Sampling bias

3️⃣ Data Cleaning EDA
• Handling missing values outliers
• Data normalization scaling
• Feature engineering
• Exploratory data analysis (EDA)
• Data leakage detection
• Data quality validation

4️⃣ Python SQL for Data Science
• Python (NumPy, Pandas)
• Data manipulation transformations
• Vectorization performance optimization
• SQL joins, CTEs, window functions
• Writing business-ready queries

5️⃣ Machine Learning Essentials
• Supervised vs unsupervised learning
• Regression vs classification
• Model selection baseline models
• Overfitting, underfitting
• Bias–variance tradeoff
• Hyperparameter tuning

6️⃣ Model Evaluation Metrics
• Accuracy, precision, recall, F1
• ROC AUC
• Confusion matrix
• RMSE, MAE, log loss
• Metrics for imbalanced data
• Linking ML metrics to business KPIs

7️⃣ Real-World Deployment Knowledge
• Feature stores
• Model deployment (batch vs real-time)
• Model monitoring drift
• Experiment tracking
• Data model versioning
• Model explainability (business-friendly)

8️⃣ Must-Have Projects
• Customer churn prediction
• Fraud detection
• Sales or demand forecasting
• Recommendation system
• End-to-end ML pipeline
• Business-focused case study

9️⃣ Common Interview Questions
• Walk me through an end-to-end DS project
• How do you choose evaluation metrics?
• How do you handle imbalanced data?
• How do you explain a model to leadership?
• How do you improve a failing model?

🔟 Pro Tips
✔️ Always connect answers to business impact
✔️ Explain why, not just how
✔️ Be clear about trade-offs
✔️ Discuss failures learnings
✔️ Show structured thinking

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🚀 𝗡𝗩𝗜𝗗𝗜𝗔 𝗙𝗥𝗘𝗘 𝗔𝗜 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 | 𝗟𝗲𝗮𝗿𝗻 𝗙𝗿𝗼𝗺 𝗔𝗜 𝗜𝗻𝗱𝘂𝘀𝘁𝗿𝘆 𝗟𝗲𝗮𝗱𝗲𝗿𝘀

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Genpact
Position: Management Trainee
Qualifications: Bachelor’s/ Master’s degree
Experience: Freshers
Location: Bangalore, India

📌Apply Now:
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💻 𝗠𝗮𝘀𝘁𝗲𝗿 𝗦𝗤𝗟 𝗙𝗢𝗥 𝗙𝗥𝗘𝗘 | 𝟱 𝗔𝗺𝗮𝘇𝗶𝗻𝗴 𝗪𝗲𝗯𝘀𝗶𝘁𝗲𝘀 𝗧𝗼 𝗟𝗲𝗮𝗿𝗻 𝗦𝗤𝗟 🚀

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Colaberry is hiring Data Science Engineer

For 2025, 2026 gards
Location: Hyderabad

https://www.linkedin.com/jobs/view/4434113164/

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Business, Sales & Growth Jobs

• Databricks is hiring Pre-sales Senior Technical Solutions Engineer
• Anthropic is hiring Enterprise Account Executive
• Zscaler is hiring Account Executive
• Fireblocks is hiring Compliance Owner
• DoorDash USA is hiring Business Development Lead
• Twilio is hiring Partner Program Manager
• OpenAI is hiring Device Safety & Risk Operations Specialist
• Block is hiring Product Accounting Manager
• Asana is hiring Manager
• Airbnb is hiring Senior Platform Manager

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Capco is hiring
Position: Business Analyst
Qualifications: Bachelor’s/ Master’s Degree
Experience: Freshers/ Experienced
Location: Across India

📌Apply Now: https://www.capco.com/Careers/Job%20Search/Office%20Detail?gh_jid=7992371&location=36f0686bfe4b44afa75f218f838e0fdc&department=&keywords=analyst

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HSBC
Position: Manager - Data and Analytics
Qualifications: Bachelor’s/ Master’s Degree
Experience: Freshers/ Experienced
Location: Bangalore; Kolkata, India (Hybrid)

📌Apply Now: https://portal.careers.hsbc.com/careers/job/563774610649789

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• Trust Wallet is hiring Join Our Engineering Talent Network
• Offchain Labs is hiring Senior Accountant
• Stripe is hiring Renewals Specialist
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• Stripe is hiring Full Stack Engineer
• Pinterest is hiring Staff Software Engineer
• Waymo is hiring Senior Software Engineer
• Plaid is hiring Senior Security Analyst
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