Specialization 5 of 9

Industry Projects

Solve industry projects with real data and complexities, just like on-the-job Data Scientist.

Start with course 1See plans
courses
18
lessons
446
hours of video
40
lessons free to try
52

  1. 01

    Finance And Security Based Industry Projects

    Solve industry projects in finance domain and security domain, with real company data.

    2 courses · 9 h 52 min

    1. Course 1Portfolio Project: Microsoft Malware Detection Project41 lessons · 4 h 47 min4 free lessons
    2. Course 2Portfolio Project: Credit Card Fraud Detection for Vesta51 lessons · 5 h 5 min3 free lessons

  2. 02

    Marketing Based Industry Projects

    Solve industry projects in the field of sales and marketing, and pricing, with real company data.

    3 courses · 9 h 37 min

    1. Course 3Portfolio Project: Estimating Customer Lifetime Value for Business CLTV32 lessons · 3 h 30 min8 free lessons
    2. Course 4Portfolio Project: Optimizing marketing spend using Market Mix Modeling (MMM)36 lessons · 4 h 19 min6 free lessons
    3. Course 5Portfolio Project: Predict Rating given Amazon Product Reviews using NLP27 lessons · 1 h 48 min6 free lessons

  3. 03

    Supply Chain/Operations Industry Project

    Solve projects in supply chain and operations, with real company data.

    1 course · 4 h 45 min

    1. Course 6Portfolio Project: Restaurant Visitor Forecasting for Recruit57 lessons · 4 h 45 min5 free lessons

  4. 04

    Uplift Modeling Industry Project

    Learn to design models that measure marketing impact, enabling data-driven decisions for campaign effectiveness.

    2 courses · 2 h 43 min

    1. Course 7Uplift modeling: Estimating incremental impact of Marketing Campaigns12 lessons · 1 h 22 min1 free lesson
    2. Course 8Uplift Modeling Part 2: Modeling Strategies19 lessons · 1 h 21 min1 free lesson

  5. 05

    Survival Analysis

    Predict time-to-event in real-world applications, enhancing decision-making in various fields.

    2 courses · 2 h 45 min

    1. Course 9Survival Analysis: Predicting Time to Event in real world applications17 lessons · 1 h 6 min
    2. Course 10Survival Analysis Part 2: Predicting Time to Event for Lungs Cancer Patients15 lessons · 1 h 39 min

  6. 06

    Attribution Models And Reinforcement Projects

    Learn the creation and application of attribution models to evaluate marketing effectiveness. Reinforce learning with hands-on projects

    5 courses · 7 h 28 min

    1. Course 11Attribution Models in Marketing18 lessons · 1 h 28 min
    2. Course 12Dynamic pricing using Multi Armed Bandit (Reinforcement Learning)15 lessons · 1 h 44 min
    3. Course 13Reinforcement learning for Online Ad Serving with Multi Armed Bandits14 lessons · 1 h 40 min
    4. Course 14Portfolio Optimization of volatile assets: Efficient Frontier (Python)16 lessons · 1 h 12 min
    5. Course 15Conjoint Analysis - Project Deep Dive13 lessons · 1 h 24 min

  7. 07

    Deep Learning Based Industry Projects

    Solve Deep Learning industry projects, with real company data.

    3 courses · 2 h 21 min

    1. Course 16Detecting Defects in Steel Sheets with Computer Vision26 lessons · 1 h 26 min6 free lessons
    2. Course 17Project: Text Generation using Language Models with LSTM17 lessons · 31 min6 free lessons
    3. Course 18Project: Classifying Sentiment of Reviews using BERT (NLP)20 lessons · 25 min6 free lessons

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