Difference between revisions of "Category:Machine Learning"
From Christoph's Personal Wiki
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* [https://www.udemy.com/deep-learning-prerequisites-the-numpy-stack-in-python/ (The Numpy Stack in Python)] — 2 hours | * [https://www.udemy.com/deep-learning-prerequisites-the-numpy-stack-in-python/ (The Numpy Stack in Python)] — 2 hours | ||
* [https://www.udemy.com/data-science-linear-regression-in-python/ Linear Regression in Python] — 3.5 hours | * [https://www.udemy.com/data-science-linear-regression-in-python/ Linear Regression in Python] — 3.5 hours | ||
| − | * [https://www.udemy.com/data-science-logistic-regression-in-python/ Logistic Regression in Python] — | + | * [https://www.udemy.com/data-science-logistic-regression-in-python/ Logistic Regression in Python] — 3 hours |
* [https://www.udemy.com/data-science-supervised-machine-learning-in-python/ (Supervised Machine Learning in Python)] — $30 ($120) | * [https://www.udemy.com/data-science-supervised-machine-learning-in-python/ (Supervised Machine Learning in Python)] — $30 ($120) | ||
* [https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/ (Bayesian Machine Learning in Python: A/B Testing)] — $30 ($120) | * [https://www.udemy.com/bayesian-machine-learning-in-python-ab-testing/ (Bayesian Machine Learning in Python: A/B Testing)] — $30 ($120) | ||
| − | * [https://www.udemy.com/data-science-deep-learning-in-python/ Deep Learning in Python] — | + | * [https://www.udemy.com/data-science-deep-learning-in-python/ Deep Learning in Python] — 5.5 hours |
| − | * [https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/ Practical Deep Learning in Theano and TensorFlow] — | + | * [https://www.udemy.com/data-science-deep-learning-in-theano-tensorflow/ Practical Deep Learning in Theano and TensorFlow] — 3.5 hours |
* [https://www.udemy.com/data-science-supervised-machine-learning-in-python/ (Supervised Machine Learning in Python 2: Ensemble Methods)] — $30 ($120) | * [https://www.udemy.com/data-science-supervised-machine-learning-in-python/ (Supervised Machine Learning in Python 2: Ensemble Methods)] — $30 ($120) | ||
* [https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/ Convolutional Neural Networks in Python] — $30 ($120) | * [https://www.udemy.com/deep-learning-convolutional-neural-networks-theano-tensorflow/ Convolutional Neural Networks in Python] — $30 ($120) | ||
Revision as of 04:51, 26 April 2017
Machine learning is the sub-field of computer science that gives computers the ability to learn without being explicitly programmed.
Courses
- Udemy
- (The Numpy Stack in Python) — 2 hours
- Linear Regression in Python — 3.5 hours
- Logistic Regression in Python — 3 hours
- (Supervised Machine Learning in Python) — $30 ($120)
- (Bayesian Machine Learning in Python: A/B Testing) — $30 ($120)
- Deep Learning in Python — 5.5 hours
- Practical Deep Learning in Theano and TensorFlow — 3.5 hours
- (Supervised Machine Learning in Python 2: Ensemble Methods) — $30 ($120)
- Convolutional Neural Networks in Python — $30 ($120)
- (Easy NLP) — $30 ($120)
- (Cluster Analysis and Unsupervised Machine Learning) — $30 ($120)
- Unsupervised Deep Learning — $30 ($120)
- (Hidden Markov Models) — $30 ($120)
- Recurrent Neural Networks in Python — $30 ($120)
- Artificial Intelligence: Reinforcement Learning in Python — $45 ($180)
- Natural Language Processing with Deep Learning in Python — $30 ($120)
- Advanced AI: Deep Reinforcement Learning in Python — 4 hours
- ---
- Machine Learning A-Z™: Hands-On Python & R In Data Science — $200; 37.5 hours
Deep Learning
- What Deep Learning is good at
- Examples of common Deep Learning algorithms
- Analysis
- Prediction
- Recommendation
- Dectection
- Classification
- Segmentation
- Natural Language Processing (NLP)
- Use cases
- Image/video classification
- Speech recognition
- NLP
- Cancer cell detection
- Drug discovery
- Video captioning
- Content-based search
- Real-time translation
- Face recognition
- Video surveillance
- Cyber security
- Pedestrian detection
- Lane tracking
- Recognize traffic signs
NumPy / Pandas / matplotlib / SciPy
pip install -U numpy scipy matplotlib pandas ipython
- See:
- NumPy
- SciPy
- matplotlib
- pandas
- scikit-learn
- scikit-image
Pages in category "Machine Learning"
The following 6 pages are in this category, out of 6 total.
