2024年6月30日 星期日

麻省理工學院(MIT)近期釋出的免費課程-Python系列相關。

 

有興趣者,須先註冊edX帳號(免費)  Register | edX

這些課程都有deadline,要留意下架日期。

=============================================================

課程1 : Introduction to Computer Science and Programming Using Python

  • A Notion of computation
  • The Python programming language
  • Some simple algorithms
  • Testing and debugging
  • An informal introduction to algorithmic complexity
  • Data structures

 MITx: Introduction to Computer Science and Programming Using Python | edX

=============================================================

課程2 :Machine Learning with Python: from Linear Models to Deep Learning

  • Understand principles behind machine learning problems such as classification, regression, clustering, and reinforcement learning
  • Implement and analyze models such as linear models, kernel machines, neural networks, and graphical models
  • Choose suitable models for different applications
  • Implement and organize machine learning projects, from training, validation, parameter tuning, to feature engineering.            
MITx: Machine Learning with Python: from Linear Models to Deep Learning | edX

============================================================

課程3 :Supply Chain Analytics

  • Basic analytical methods
  • How to apply basic probability models
  • Statistics in supply chains
  • Formulating and solving optimization models

MITx: Supply Chain Analytics | edX

=============================================================

課程4 :Understanding the World Through Data

  • Python programming and the Colab notebook programming environment
  • Dependent and independent variables
  • Coming up with relationships between data using linear and polynomial regression models
  • Recognizing how data is distributed
  • How to observe noise in distributions and when to ignore it
  • Categorize data into groups with classification models
  • And more!

MITx: Understanding the World Through Data | edX

=============================================================

課程5:Becoming an Entrepreneur

  • Overcoming the top myths of entrepreneurship
  • Defining your goals as an entrepreneur and startup
  • Identifying business opportunities
  • Performing market research and choosing your target customer
  • Designing and testing your offering
  • Planning your business logistics, plus pitching and selling to customers

MITx: Becoming an Entrepreneur | edX

=============================================================

課程6:Computational Thinking for Modeling and Simulation

  • Select and implement methods for interpolation and understand their consequences for convergence of model results as discretization is refined.
  • Carry out a few simple methods for numerical integration
  • Implement procedures for numerical differentiation
  • Write programs to solve systems of equations, both linear and non-linear

MITx: Computational Thinking for Modeling and Simulation | edX

=============================================================

課程7:Foundations of Modern Finance I

  • Valuation of fixed income securities and common stocks
  • Risk analysis, the Arbitrage Pricing Theory (APT), and the Efficient Market Hypothesis
  • Introduction to corporate finance and capital budgeting
  • Valuation of derivative securities
  • Portfolio theory and the Capital Asset Pricing Model (CAPM)
  • Corporate financial decisions
    • Real options, capital structure, payout policy, corporate bonds; and
    • Interaction between investment and financing decisions

MITx: Foundations of Modern Finance I | edX

=============================================================

課程8:Introduction to Biology - The Secret of Life (一日生科,終身科科,笑~~)

              (別沒事一直想讀生科。不然你只是在幫人家完.....好了,小弟點到為止,不然會被滅口)

  • How to describe the building blocks of life and how their interactions dictate structure and function in biology
  • How to predict genotypes and phenotypes given genetics data
  • How to explain the central dogma of molecular biology and convert DNA sequence to RNA sequence to protein sequence
  • How to use molecular tools to study biology
  • How to describe the principles of early sequencing as well as modern sequencing and the effects of these technologies on the filed of genomics
  • How to apply the principles of modern biology to issues in today's society

MITx: Introduction to Biology - The Secret of Life | edX

=============================================================

課程9:Probability - The Science of Uncertainty and Data

  • The basic structure and elements of probabilistic models
  • Random variables, their distributions, means, and variances
  • Probabilistic calculations
  • Inference methods
  • Laws of large numbers and their applications
  • Random processes

MITx: Probability - The Science of Uncertainty and Data | edX

=============================================================


沒有留言: