https://developers.google.com/machine-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
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
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
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
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
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
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
https://www.coursera.org/learn/practical-time-series-analysis
https://app.datacamp.com/learn/skill-tracks/time-series-with-python
Forecasting: Principles and Practice
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