Data Science Internship — Pro (2 Months)
About This Course
Welcome to the Data Science Internship — Pro Tier by Synkoc IT Services.
- Duration: 2 Months
- Projects: 2 Projects
- Includes: 4 Mentor Sessions + Certificate
- Mode: Online (Remote)
- Certificate: Yes — issued on successful project evaluation
This internship provides hands-on experience in Data Science through a structured, mentor-guided program.
Curriculum
96 Lessons
Day 1 — Dimensional Modelling
Dimensional Modelling
Dimensional Modelling Lab
Day 2 — Slowly Changing Dimensions
Day 3 — The Transformation Layer
Day 4 — Idempotency & Backfills
Day 5 — Testing a Data Pipeline
Day 6 — The Semantic Layer
Day 7 — Variance Reduction I: CUPED
Day 8 — Variance Reduction II
Day 9 — Sequential Testing
Day 10 — Multiple Variants
Day 11 — Interference & Switchbacks
Day 12 — Running an Experimentation Platform
Day 13 — Matching & Propensity Scores
Day 14 — Inverse Probability Weighting
Day 15 — Instrumental Variables
Day 16 — Panel Data & Fixed Effects
Day 17 — Synthetic Control
Day 18 — Mediation
Day 19 — Sensitivity Analysis
Day 20 — Uplift Modelling
Day 21 — Bayesian Thinking
Day 22 — Conjugate Updating & Bayesian A/B Testing
Day 23 — MCMC From Scratch
Day 24 — Hierarchical Models: Partial Pooling
Day 25 — Varying Slopes & Prior Predictive Checks
Day 26 — Decision-Theoretic Bayes
Day 27 — ETS and State Space Models
Day 28 — ARIMA Properly
Day 29 — Hierarchical Forecasting & Reconciliation
Day 30 — Intermittent & Count Demand
Day 31 — Changepoint & Regime Detection
Day 32 — Forecast Evaluation at Scale
Day 33 — Decision Analysis: Framing & Option Value
Day 34 — Optimisation for Analysts
Day 35 — Pricing Analytics
Day 36 — Marketing Measurement
Day 37 — Customer Lifetime Value
Day 38 — Survival Analysis
Day 39 — Choice Modelling & Conjoint
Day 40 — Simulation for Decisions
Day 41 — Analytics at Scale
Day 42 — Monitoring Metrics in Production
Day 43 — Privacy for Analysts
Day 44 — Fairness and Harm in Analytics
Day 45 — Prioritisation: What Not to Analyse
Day 46 — Influencing Without Authority
Day 47 — Building an Analytics Function
Day 48 — Capstone: One Question, End to End
Earn a certificate
Add this certificate to your resume to demonstrate your skills & increase your chances of getting noticed.
Your Instructors
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Free
Free
