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- Course Introduction and Overview
- Programming Fundamentals for Data Science
- Maths & Statistics Fundamentals for Data Science
- Data Science Practice (ongoing)
- Data Cleaning and Quality Assessment
- Data Visualisation (Tableau)
- Statistical Testing
- Succeeding as a Data Scientist in Industry
- Mini Project 1 – Data Science Practice
- Critical Thinking Training
- Relational and Non-Relational Databases
- SQL
- Application Programming Interfaces (APIs)
- Data Science Practice (ongoing)
- Introduction to Machine Learning
- Feature Modelling
- Evaluating Regression Models
- Overfitting and Regularisation
- Questioning Technique Training
- Logistic Regression
- Evaluating Classification Models
- Support Vector Machines
- Bayesian Inference
- Data Science Practice (ongoing)
- K-means Clustering
- Principal Components Analysis
- Research and Documentation Training
- Mini Project 2 – Data Science Practice
- Decision Trees
- Random Forests
- Bias and Variance
- Bagging
- Boosting
- Stacking
- Data Science Practice (ongoing)
- Web Scraping
- Text Pre-processing
- Sentiment Analysis
- Large Language Models
- Presentation Skills Training
- Data Science Practice (ongoing)
- Introduction to Artificial Intelligence
- Reinforcement Learning
- Deep Feedforward Neural Networks
- Recurrent Neural Networks
- Convolutional Neural Networks
- Mini Project 3 – Data Science Practice
- Generative AI Models
- Deployment of Machine Learning Models
- Cluster Computing
- Streaming Data
- Storytelling Training
- Capstone Project
- Additional Topics: Determined by Students and Lead Trainer
- Job Outcomes Program
- Consultation and Presentation Training
- Data Science Practice
- Capstone Project
The Institute of Data Consulting Business Skills is an essential part of every Institute of Data certified professional. The Institute of Data educates and certifies professionals not only with technical skills but also with expertise in business consulting and communication to clients, managers, directors and stakeholders. Many certified professionals choose to work independently or join an existing consultancy.
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