Specialization 8 of 9

Optimization for Data Science

Dives into the core techniques and algorithms used to solve complex problems in AI and ML. Master optimization methods to enhance model performance and streamline data-driven decision-making.

Start with course 1See plans
courses
4
lessons
44
hours of video
4
lessons free to try
2

  1. 01

    Introduction To Optimization

    Learn foundational principles of Optimization. Formulate real-world problems and solving them using efficient mathematical techniques.

    3 courses · 2 h 47 min

    1. Course 1Introduction to Optimization: Linear Programming23 lessons · 1 h 22 min
    2. Course 2Project: Inventory Planning and Holding Cost Optimization6 lessons · 59 min1 free lesson
    3. Course 3Optimization Part 2: Integer Programming4 lessons · 27 min1 free lesson

  2. 02

    Non Linear Optimization

    Master non-linear problem solving with advanced techniques like gradient-based methods, Newton methods, and Sequential Quadratic Programming, while gaining hands-on experience through real-world industry case study.

    1 course · 1 h 23 min

    1. Course 4Non Linear Optimization11 lessons · 1 h 23 min

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