diff --git a/client/src/pages/learn/data-analysis-with-python/data-analysis-with-python-course/index.md b/client/src/pages/learn/data-analysis-with-python/data-analysis-with-python-course/index.md index fcf1d59921..5c46647224 100644 --- a/client/src/pages/learn/data-analysis-with-python/data-analysis-with-python-course/index.md +++ b/client/src/pages/learn/data-analysis-with-python/data-analysis-with-python-course/index.md @@ -5,4 +5,7 @@ superBlock: Data Analysis with Python --- ## Introduction to the Data Analysis with Python Course Challenges -Data Analysis with Python Course Placeholder Introduction. +Learn Data Analysis with Python in this comprehensive tutorial. Data Analysis has been around for a long time, but up until a few years ago, it was practiced using closed, expensive and limited tools like Excel or Tableau. Python, SQL and other open libraries have changed Data Analysis forever. + +In these lectures, create by Santiago Basulto from RMOTR, you will learn the whole process of Data Analysis: reading data from multiple sources (CSVs, SQL, Excel, etc), processing them using NumPy and Pandas, visualize them using Matplotlib and Seaborn and clean and process it to create reports. +Additionally, we've included a thorough Jupyter Notebook tutorial, and a quick Python reference to refresh your programming skills. diff --git a/client/src/pages/learn/data-analysis-with-python/numpy/index.md b/client/src/pages/learn/data-analysis-with-python/numpy/index.md index 5aec9fa504..15db163713 100644 --- a/client/src/pages/learn/data-analysis-with-python/numpy/index.md +++ b/client/src/pages/learn/data-analysis-with-python/numpy/index.md @@ -5,4 +5,4 @@ superBlock: Data Analysis with Python --- ## Introduction to the Numpy Challenges -Numpy Placeholder Introduction. +Learn the basics of the NumPy library with the following lectures created by Keith Galli. They provide background information on how NumPy works and how it compares to Python's Built-in lists. They go through how to write code with NumPy, creating arrays, indexing, math, statistics, reshaping, and more! diff --git a/client/src/pages/learn/machine-learning-with-python/how-neural-networks-work/index.md b/client/src/pages/learn/machine-learning-with-python/how-neural-networks-work/index.md index 59192024df..28a7f2f150 100644 --- a/client/src/pages/learn/machine-learning-with-python/how-neural-networks-work/index.md +++ b/client/src/pages/learn/machine-learning-with-python/how-neural-networks-work/index.md @@ -5,4 +5,6 @@ superBlock: Data Analysis with Python --- ## Introduction to the How Neural Networks Work Challenges -How Neural Networks Work Placeholder Introduction. +Neural networks are at the core of what we are calling Artificial Intelligence today. They can seem impenetrable, and even mystical, if you are trying to understand them for the first time, but they don't have to. + +Even if you are completely new to neural networks, these lectures by Brandon Rohrer will get you comfortable with the concepts and math behind them. diff --git a/client/src/pages/learn/machine-learning-with-python/tensorflow/index.md b/client/src/pages/learn/machine-learning-with-python/tensorflow/index.md index b0f56e497b..904f353504 100644 --- a/client/src/pages/learn/machine-learning-with-python/tensorflow/index.md +++ b/client/src/pages/learn/machine-learning-with-python/tensorflow/index.md @@ -5,4 +5,6 @@ superBlock: Machine Learning with Python --- ## Introduction to the TensorFlow Challenges -TensorFlow Placeholder Introduction. +Tensorflow is an open source framework developed by the Google Brain team aimed to make the powers of machine learning and neural networking easier to use. + +The following lectures were created by Tim Ruscica, otherwise known as “Tech With Tim” from his educational programming YouTube channel. They will help you to understand Tensorflow and some of it's capabilities. \ No newline at end of file diff --git a/curriculum/challenges/_meta/tensorflow/meta.json b/curriculum/challenges/_meta/tensorflow/meta.json index 43cf7a20c3..985a6b8757 100644 --- a/curriculum/challenges/_meta/tensorflow/meta.json +++ b/curriculum/challenges/_meta/tensorflow/meta.json @@ -8,127 +8,127 @@ "challengeOrder": [ [ "5e8f2f13c4cdbe86b5c72d87", - "Intro to TensorFlow A" + "Introduction: Machine Learning Fundamentals" ], [ "5e8f2f13c4cdbe86b5c72d88", - "Intro to TensorFlow B" + "Introduction to TensorFlow" ], [ "5e8f2f13c4cdbe86b5c72d89", - "Core Learning Algorithms A" + "Core Learning Algorithms" ], [ "5e8f2f13c4cdbe86b5c72d8a", - "Core Learning Algorithms B" + "Core Learning Algorithms: Working with Data" ], [ "5e8f2f13c4cdbe86b5c72d8b", - "Core Learning Algorithms C" + "Core Learning Algorithms: Training and Testing Data" ], [ "5e8f2f13c4cdbe86b5c72d8c", - "Core Learning Algorithms D" + "Core Learning Algorithms: The Training Process" ], [ "5e8f2f13c4cdbe86b5c72d8d", - "Core Learning Algorithms E" + "Core Learning Algorithms: Classification" ], [ "5e8f2f13c4cdbe86b5c72d8e", - "Core Learning Algorithms F" + "Core Learning Algorithms: Building the Model" ], [ "5e8f2f13c4cdbe86b5c72d8f", - "Core Learning Algorithms G" + "Core Learning Algorithms: Clustering" ], [ "5e8f2f13c4cdbe86b5c72d90", - "Core Learning Algorithms H" + "Core Learning Algorithms: Hidden Markov Models" ], [ "5e8f2f13c4cdbe86b5c72d91", - "Core Learning Algorithms I" + "Core Learning Algorithms: Using Probabilities to make Predictions" ], [ "5e8f2f13c4cdbe86b5c72d92", - "Neural Networks with TensorFlow A" + "Neural Networks with TensorFlow" ], [ "5e8f2f13c4cdbe86b5c72d93", - "Neural Networks with TensorFlow B" + "Neural Networks: Activation Functions" ], [ "5e8f2f13c4cdbe86b5c72d94", - "Neural Networks with TensorFlow C" + "Neural Networks: Optimizers" ], [ "5e8f2f13c4cdbe86b5c72d95", - "Neural Networks with TensorFlow D" + "Neural Networks: Creating a Model" ], [ "5e8f2f13c4cdbe86b5c72d96", - "Convolutional Neural Networks A" + "Convolutional Neural Networks" ], [ "5e8f2f13c4cdbe86b5c72d97", - "Convolutional Neural Networks B" + "Convolutional Neural Networks: The Convolutional Layer" ], [ "5e8f2f13c4cdbe86b5c72d98", - "Convolutional Neural Networks C" + "Creating a Convolutional Neural Network" ], [ "5e8f2f13c4cdbe86b5c72d99", - "Convolutional Neural Networks D" + "Convolutional Neural Networks: Evaluating the Model" ], [ "5e8f2f13c4cdbe86b5c72d9a", - "Convolutional Neural Networks E" + "Convolutional Neural Networks: Picking a Pretrained Model" ], [ "5e8f2f13c4cdbe86b5c72d9b", - "Natural Language Processing With RNNs A" + "Natural Language Processing with RNNs" ], [ "5e8f2f13c4cdbe86b5c72d9c", - "Natural Language Processing With RNNs B" + "Natural Language Processing With RNNs: Part 2" ], [ "5e8f2f13c4cdbe86b5c72d9d", - "Natural Language Processing With RNNs C" + "Natural Language Processing With RNNs: Recurring Neural Networks" ], [ "5e8f2f13c4cdbe86b5c72d9e", - "Natural Language Processing With RNNs D" + "Natural Language Processing With RNNs: Sentiment Analysis" ], [ "5e8f2f13c4cdbe86b5c72d9f", - "Natural Language Processing With RNNs E" + "Natural Language Processing With RNNs: Making Predictions" ], [ "5e8f2f13c4cdbe86b5c72da0", - "Natural Language Processing With RNNs F" + "Natural Language Processing With RNNs: Create a Play Generator" ], [ "5e8f2f13c4cdbe86b5c72da1", - "Natural Language Processing With RNNs G" + "Natural Language Processing With RNNs: Building the Model" ], [ "5e8f2f13c4cdbe86b5c72da2", - "Natural Language Processing With RNNs H" + "Natural Language Processing With RNNs: Training the Model" ], [ "5e8f2f13c4cdbe86b5c72da3", - "Reinforcement Learning With Q-Learning A" + "Reinforcement Learning With Q-Learning" ], [ "5e8f2f13c4cdbe86b5c72da4", - "Reinforcement Learning With Q-Learning B" + "Reinforcement Learning With Q-Learning: Part 2" ], [ "5e8f2f13c4cdbe86b5c72da5", - "Reinforcement Learning With Q-Learning C" + "Reinforcement Learning With Q-Learning: Example" ], [ "5e8f2f13c4cdbe86b5c72da6", diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-d.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-evaluating-the-model.english.md similarity index 81% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-d.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-evaluating-the-model.english.md index d9c6a741ac..2b2af1abe2 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-d.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-evaluating-the-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d99 -title: Convolutional Neural Networks D +title: 'Convolutional Neural Networks: Evaluating the Model' challengeType: 11 videoId: eCATNvwraXg --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-e.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-picking-a-pretrained-model.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-e.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-picking-a-pretrained-model.english.md index ea193c7901..63c970994e 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-e.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-picking-a-pretrained-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9a -title: Convolutional Neural Networks E +title: 'Convolutional Neural Networks: Picking a Pretrained Model' challengeType: 11 videoId: h1XUt1AgIOI --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-the-convolutional-layer.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-the-convolutional-layer.english.md index c669f54cbc..d6ca0d371f 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-the-convolutional-layer.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d97 -title: Convolutional Neural Networks B +title: 'Convolutional Neural Networks: The Convolutional Layer' challengeType: 11 videoId: LrdmcQpTyLw --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks.english.md similarity index 87% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks.english.md index d7e55b287b..c72dfb2f10 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d96 -title: Convolutional Neural Networks A +title: Convolutional Neural Networks challengeType: 11 videoId: _1kTP7uoU9E --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-f.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-building-the-model.english.md similarity index 83% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-f.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-building-the-model.english.md index 777b6c9119..ad18d4698b 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-f.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-building-the-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8e -title: Core Learning Algorithms F +title: 'Core Learning Algorithms: Building the Model' challengeType: 11 videoId: 5wHw8BTd2ZQ --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-e.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-classification.english.md similarity index 84% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-e.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-classification.english.md index be59af1fee..c6de76bed5 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-e.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-classification.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8d -title: Core Learning Algorithms E +title: 'Core Learning Algorithms: Classification' challengeType: 11 videoId: qFF7ZQNvK9E --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-g.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-clustering.english.md similarity index 85% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-g.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-clustering.english.md index 2c4138e2b8..cbbc089cd3 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-g.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-clustering.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8f -title: Core Learning Algorithms G +title: 'Core Learning Algorithms: Clustering' challengeType: 11 videoId: 8sqIaHc9Cz4 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-h.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-hidden-markov-models.english.md similarity index 82% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-h.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-hidden-markov-models.english.md index 7d2c35ca3b..bb313d2815 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-h.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-hidden-markov-models.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d90 -title: Core Learning Algorithms H +title: 'Core Learning Algorithms: Hidden Markov Models' challengeType: 11 videoId: IZg24y4wEPY --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-d.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-the-training-process.english.md similarity index 82% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-d.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-the-training-process.english.md index 20c8fe5ccb..8113550f55 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-d.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-the-training-process.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8c -title: Core Learning Algorithms D +title: 'Core Learning Algorithms: The Training Process' challengeType: 11 videoId: _cEwvqVoBhI --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-c.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-training-and-testing-data.english.md similarity index 81% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-c.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-training-and-testing-data.english.md index c8bb61946e..eafad0752b 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-c.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-training-and-testing-data.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8b -title: Core Learning Algorithms C +title: 'Core Learning Algorithms: Training and Testing Data' challengeType: 11 videoId: wz9J1slsi7I --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-i.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-using-probabilities-to-make-predictions.english.md similarity index 78% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-i.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-using-probabilities-to-make-predictions.english.md index 4b82fcb0e9..f47e31260c 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-i.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-using-probabilities-to-make-predictions.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d91 -title: Core Learning Algorithms I +title: 'Core Learning Algorithms: Using Probabilities to make Predictions' challengeType: 11 videoId: fYAYvLUawnc --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-working-with-data.english.md similarity index 83% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-working-with-data.english.md index eb69b2bbd4..717c352119 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-working-with-data.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d8a -title: Core Learning Algorithms B +title: 'Core Learning Algorithms: Working with Data' challengeType: 11 videoId: u85IOSsJsPI --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms.english.md similarity index 88% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms.english.md index ab3923ae23..deaec278d5 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/core-learning-algorithms.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d89 -title: Core Learning Algorithms A +title: Core Learning Algorithms challengeType: 11 videoId: u5lZURgcWnU --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-c.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/creating-a-convolutional-neural-network.english.md similarity index 85% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-c.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/creating-a-convolutional-neural-network.english.md index 92807a00bd..ddf4160043 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/convolutional-neural-networks-c.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/creating-a-convolutional-neural-network.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d98 -title: Convolutional Neural Networks C +title: Creating a Convolutional Neural Network challengeType: 11 videoId: kfv0K8MtkIc --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-machine-learning-fundamentals.english.md similarity index 83% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-machine-learning-fundamentals.english.md index 071e63e49b..af9dd9b4ce 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-machine-learning-fundamentals.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d87 -title: Intro to TensorFlow A +title: "Introduction: Machine Learning Fundamentals" challengeType: 11 videoId: KwL1qTR5MT8 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-to-tensorflow.english.md similarity index 88% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-to-tensorflow.english.md index 0becb80872..ada90f49b5 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/intro-to-tensorflow-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/introduction-to-tensorflow.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d88 -title: Intro to TensorFlow B +title: Introduction to TensorFlow challengeType: 11 videoId: r9hRyGGjOgQ --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-g.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-building-the-model.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-g.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-building-the-model.english.md index 405a2b72a4..4095a49b6f 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-g.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-building-the-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da1 -title: Natural Language Processing With RNNs G +title: 'Natural Language Processing With RNNs: Building the Model' challengeType: 11 videoId: 32WBFS7lfsw --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-f.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-create-a-play-generator.english.md similarity index 78% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-f.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-create-a-play-generator.english.md index 810f782791..a25bf6f83b 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-f.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-create-a-play-generator.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da0 -title: Natural Language Processing With RNNs F +title: 'Natural Language Processing With RNNs: Create a Play Generator' challengeType: 11 videoId: j5xsxjq_Xk8 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-e.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-making-predictions.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-e.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-making-predictions.english.md index 34d162fe55..0d546e96cd 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-e.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-making-predictions.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9f -title: Natural Language Processing With RNNs E +title: 'Natural Language Processing With RNNs: Making Predictions' challengeType: 11 videoId: WO1hINnBj20 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-part-2.english.md similarity index 83% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-part-2.english.md index e1d80ec06b..548f517ae2 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-part-2.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9c -title: Natural Language Processing With RNNs B +title: 'Natural Language Processing With RNNs: Part 2' challengeType: 11 videoId: mUU9YXOFbZg --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-c.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-recurring-neural-networks.english.md similarity index 78% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-c.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-recurring-neural-networks.english.md index 916769cf08..383e3af906 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-c.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-recurring-neural-networks.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9d -title: Natural Language Processing With RNNs C +title: 'Natural Language Processing With RNNs: Recurring Neural Networks' challengeType: 11 videoId: bX5681NPOcA --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-d.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-sentimental-analysis.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-d.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-sentimental-analysis.english.md index ad7f671d66..6f085ec607 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-d.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-sentimental-analysis.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9e -title: Natural Language Processing With RNNs D +title: 'Natural Language Processing With RNNs: Sentiment Analysis' challengeType: 11 videoId: lYeLtu8Nq7c --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-h.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-training-the-model.english.md similarity index 80% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-h.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-training-the-model.english.md index 6bc94e6e79..f36c206fd5 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-h.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-training-the-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da2 -title: Natural Language Processing With RNNs H +title: 'Natural Language Processing With RNNs: Training the Model' challengeType: 11 videoId: hEUiK7j9UI8 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns.english.md similarity index 85% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns.english.md index 08f40feb82..c420b28a32 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/natural-language-processing-with-rnns.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d9b -title: Natural Language Processing With RNNs A +title: Natural Language Processing With RNNs challengeType: 11 videoId: ZyCaF5S-lKg --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-activation-functions.english.md similarity index 85% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-activation-functions.english.md index 6608181467..89f62a14e5 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-activation-functions.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d93 -title: Neural Networks with TensorFlow B +title: 'Neural Networks: Activation Functions' challengeType: 11 videoId: S45tqW6BqRs --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-d.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-creating-a-model.english.md similarity index 86% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-d.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-creating-a-model.english.md index 58cc7230cc..9383e98c8b 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-d.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-creating-a-model.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d95 -title: Neural Networks with TensorFlow D +title: 'Neural Networks: Creating a Model' challengeType: 11 videoId: K8bz1bmOCTw --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-c.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-optimizers.english.md similarity index 86% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-c.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-optimizers.english.md index 9325cf00d6..967274bac0 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-c.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-optimizers.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d94 -title: Neural Networks with TensorFlow C +title: 'Neural Networks: Optimizers' challengeType: 11 videoId: hdOtRPQe1o4 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow.english.md similarity index 86% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow.english.md index 6dd1c06890..557a7f8449 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/neural-networks-with-tensorflow.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72d92 -title: Neural Networks with TensorFlow A +title: Neural Networks with TensorFlow challengeType: 11 videoId: uisdfrNrZW4 --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-c.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-example.english.md similarity index 82% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-c.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-example.english.md index 33f91d5723..340273ca19 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-c.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-example.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da5 -title: Reinforcement Learning With Q-Learning C +title: 'Reinforcement Learning With Q-Learning: Example' challengeType: 11 videoId: RBBSNta234s --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-b.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-part-2.english.md similarity index 82% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-b.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-part-2.english.md index dbf2f92cfa..320c2fde93 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-b.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-part-2.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da4 -title: Reinforcement Learning With Q-Learning B +title: 'Reinforcement Learning With Q-Learning: Part 2' challengeType: 11 videoId: DX7hJuaUZ7o --- diff --git a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-a.english.md b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning.english.md similarity index 84% rename from curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-a.english.md rename to curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning.english.md index 61f47cc8bc..c5ad80393a 100644 --- a/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning-a.english.md +++ b/curriculum/challenges/english/11-machine-learning-with-python/tensorflow/reinforcement-learning-with-q-learning.english.md @@ -1,6 +1,6 @@ --- id: 5e8f2f13c4cdbe86b5c72da3 -title: Reinforcement Learning With Q-Learning A +title: Reinforcement Learning With Q-Learning challengeType: 11 videoId: Cf7DSU0gVb4 ---