Coursera Безкоштовні

Google Machine Learning Education

https://developers.google.com/machine-learning

Спеціалізація TensorFlow 2 for Deep Learning

Спеціалізація TensorFlow 2 for Deep Learning

Середній рівень

Треба знати:

• Python 3
• Knowledge of general machine learning concepts
• Knowledge of the field of deep learning
• Probability and statistics

Курси:

• Getting started with TensorFlow 2
• Customising your models with TensorFlow 2
• Probabilistic Deep Learning with TensorFlow 2

Спеціалізація Глибоке навчання (тре пройти)

https://www.coursera.org/specializations/deep-learning#courses

Середній рівень

• Intermediate Python skills: basic programming, understanding of for loops, if/else statements, data structures
• A basic grasp of linear algebra & ML

Курси:

• Neural Networks and Deep Learning
• Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
• Structuring Machine Learning Projects
• Convolutional Neural Networks
• Sequence Models

Спеціалізація Machine Learning (Emily Fox)

Build Intelligent Applications. Master machine learning fundamentals in four hands-on courses.

https://www.coursera.org/specializations/machine-learning

Курси

• Machine Learning Foundations: A Case Study Approach
• Machine Learning: Regression
• Machine Learning: Classification
• Machine Learning: Clustering & Retrieval

Спеціалізація Applied Data Science with Python (Christopher Brooks і ще 3 викладачі)

https://www.coursera.org/specializations/data-science-python#howItWorks

Курси:

• Introduction to Data Science in Python
• Applied Plotting, Charting & Data Representation in Python
• Applied Machine Learning in Python
• Applied Text Mining in Python
• Applied Social Network Analysis in Python

Спеціалізація Mathematics for Machine Learning

https://www.coursera.org/specializations/mathematics-machine-learning

Курси:

• Mathematics for Machine Learning: Linear Algebra
• Mathematics for Machine Learning: Multivariate Calculus
• Mathematics for Machine Learning: PCA

Спеціалізація Applied Data Science with Python

https://www.coursera.org/specializations/data-science-python

• Introduction to Data Science in Python
• Applied Plotting, Charting & Data Representation in Python
• Applied Machine Learning in Python
• Applied Text Mining in Python

Професійний сертифікат DeepLearning.AI TensorFlow Developer

https://www.coursera.org/professional-certificates/tensorflow-in-practice

• Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning
• Convolutional Neural Networks in TensorFlow
• Natural Language Processing in TensorFlow
• Sequences, Time Series and Prediction

Practical Time Series Analysis

https://www.coursera.org/learn/practical-time-series-analysis

Безкоштовні datacamp

Time Series with Python

https://app.datacamp.com/learn/skill-tracks/time-series-with-python

Інші курси

Forecasting: Principles and Practice

Платні

Спеціалізація Machine Learning

https://www.coursera.org/specializations/machine-learning-introduction

Рівень початківця

• Basic coding (for loops, functions, if/else statements) & high school-level math (arithmetic, algebra)
• Other math concepts will be explained