AI & ML for building products!

Dream of shaping the future of products? Enhance your decision-making abilities, foster innovation, and confidently articulate complex concepts. Advance your career and position your organization at the leading edge of the AI-centric market.

Duration Ai/ML only:  6 weeks  May 22nd – June 23rd 

Wednesdays and Thursdays 8-10pm EST

Prerequisite: Python for analytics 6 weeks. Start date April 13th – May 19th 

Saturdays and Sundays 7-9 EST pm

TOPICS TO BE COVERED

• Phase 1: Foundations of AI and MLWeek: Introduction to AI
  • Basics of artificial intelligence and machine learning
  • Key concepts and terminology
  • Overview of the AI landscape and its impact on industries

  Week: Introduction to Data Science

  • Data science lifecycle
  • Overview of data science techniques: what they are and where/when do you use them 
  • Data science use-case (2-3 example problems e.g. sentiment analysis, classification, forecasting, etc)  

  Week: AI Tooling

  • Custom models (using different frameworks) vs ready-made models (Azure Cognitive Services, Vertex AI)
  • Development and deployment 
  • On-prem infrastructure vs vendor platforms

  Week: Overview of advanced AI techniques

  • Retrieval-augmented generation (RAG) and its applications
  • Large Language Models
  • Chat Bots

  Phase 2: AI Product Development Process

  Week: AI Ethics, Privacy, and Governance

  • Ethical considerations
  • Bias in AI
  • Privacy concerns and data protection in AI products
  • Ethical AI development best practices
  • AI regulations and compliance considerations

  Week: Capstone Project and Industry Insights

  • Capstone project: Developing an AI product concept to MVP
  • Career development in AI product management