From 40327bfe257c01e2d1d64b65925d52df57ad998d Mon Sep 17 00:00:00 2001 From: Ayush Joshi Date: Sun, 17 Sep 2023 17:08:23 +0530 Subject: [PATCH] Updated `README.md` with a link to the roadmap defined inside of the `docs` directory Signed-off-by: Ayush Joshi --- README.md | 89 +++++-------------------------------------------- docs/roadmap.md | 41 +++++++++++++++++++++++ 2 files changed, 49 insertions(+), 81 deletions(-) create mode 100644 docs/roadmap.md diff --git a/README.md b/README.md index c8706d1..09e10fa 100644 --- a/README.md +++ b/README.md @@ -5,86 +5,13 @@ These are the source files for the guide on Artificial Intelligence. To contribute to the Artificial Intelligence Guide, please read the [style guide](https://www.tensorflow.org/community/contribute/docs_style). -# Roadmap +To jump onto the __Artificial Intelligence__ roadmap, please click on the +[Artificial Intelligence Map](https://github.com/joshiayush/ai/tree/master/docs/roadmap.md). -
- -
+## Contents -# Fundamentals - -
- -
- -# Data Scientist - -
- -
- -# Machine Learning - -
- -
- -# Deep Learning - -
- -
- -# Data Engineer - -
- -
- -# Big Data Engineer - -
- -
- -# Wrap Up - -All the resources are aligned according to the roadmap inside of the [resource](ai/resource/) section of the root [ai](ai/) directory. - - - -1. [Resources](https://github.com/joshiayush/ai/tree/master/docs/resource) - 1. [Required](https://github.com/joshiayush/ai/tree/master/docs/resource/required) - 1. [Papers With Code](https://github.com/joshiayush/ai/blob/master/docs/resource/required/Papers-With-Code.md) -2. [Prework](https://github.com/joshiayush/ai/tree/master/docs/prework) - 1. [Introduction to Machine Learning Problem Framing](https://github.com/joshiayush/ai/blob/master/docs/prework/Introduction-to-Machine-Learning-Problem-Framing.md) - 2. [Framing an ML Problem](https://github.com/joshiayush/ai/blob/master/docs/prework/Framing-an-ML-problem.md) - 3. [NumPy](https://github.com/joshiayush/ai/blob/master/docs/prework/NumPy.md) - 4. [Pandas DataFrame](https://github.com/joshiayush/ai/blob/master/docs/prework/Pandas-DataFrame.md) -3. [Tools](https://github.com/joshiayush/ai/tree/master/docs/tools) - 1. [NumPy](https://github.com/joshiayush/ai/tree/master/docs/tools/numpy) - 1. [NumPy (Numerical Python)](https://github.com/joshiayush/ai/blob/master/docs/tools/numpy/NumPy-(Numerical-Python).md) - 2. [Tensorflow](https://github.com/joshiayush/ai/tree/master/docs/tools/tensorflow) - 1. [Image Classification](https://github.com/joshiayush/ai/blob/master/docs/tools/tensorflow/Image-classification.md) - 2. [Classify Images of Clothing](https://github.com/joshiayush/ai/blob/master/docs/tools/tensorflow/Classify-images-of-clothing.md) -4. [Machine Learning](https://github.com/joshiayush/ai/tree/master/docs/ml) - 1. [Introduction to ML](https://github.com/joshiayush/ai/blob/master/docs/ml/Introduction-to-ML.md) - 2. [Descending into ML](https://github.com/joshiayush/ai/blob/master/docs/ml/Descending-into-ML.md) - 3. [Reducing Loss](https://github.com/joshiayush/ai/blob/master/docs/ml/Reducing-Loss.md) - 4. [Introduction to Tensorflow](https://github.com/joshiayush/ai/blob/master/docs/ml/Introduction-to-TensorFlow.md) - 5. [Generalization](https://github.com/joshiayush/ai/blob/master/docs/ml/Generalization.md) - 6. [Training and Test Sets](https://github.com/joshiayush/ai/blob/master/docs/ml/Training-and-Test-Sets.md) - 7. [Validation Set](https://github.com/joshiayush/ai/blob/master/docs/ml/Validation-Set.md) - 8. [Representation](https://github.com/joshiayush/ai/blob/master/docs/ml/Representation.md) - 9. [Feature Crosses](https://github.com/joshiayush/ai/blob/master/docs/ml/Feature-Crosses.md) - 10. [Regularization for Simplicity](https://github.com/joshiayush/ai/blob/master/docs/ml/Regularization-for-Simplicity.md) - 11. [Logistic Regression](https://github.com/joshiayush/ai/blob/master/docs/ml/Logistic-Regression.md) - 12. [Classification](https://github.com/joshiayush/ai/blob/master/docs/ml/Classification.md) - 13. [Regularization for Sparsity](https://github.com/joshiayush/ai/blob/master/docs/ml/Regularization-for-Sparsity.md) - 14. [Neural Networks](https://github.com/joshiayush/ai/blob/master/docs/ml/Neural-Networks.md) - 15. Training Neural Nets - 16. Multi-Class Neural Nets - 17. Embeddings -5. [Algorithms](https://github.com/joshiayush/ai/tree/master/docs/algos) - 1. [Correlation](https://github.com/joshiayush/ai/tree/master/docs/algos/correlation) - 1. [Pearson Correlation Coefficient](https://github.com/joshiayush/ai/blob/master/docs/algos/correlation/pearson_correlation/Pearson-correlation-coefficient.md) \ No newline at end of file +1. [Resources](https://github.com/joshiayush/ai/tree/master/docs/resource) (Resources required during learning) +2. [Prework](https://github.com/joshiayush/ai/tree/master/docs/prework) (A bit of prework required before starting machine learning) +3. [Tools](https://github.com/joshiayush/ai/tree/master/docs/tools) (Tools required to build machine learning models) +4. [Machine Learning](https://github.com/joshiayush/ai/tree/master/docs/ml) (A deep dive into the concepts of machine learning) +5. [Algorithms](https://github.com/joshiayush/ai/tree/master/docs/algos) (Implementation of common machine learning algorithms) diff --git a/docs/roadmap.md b/docs/roadmap.md new file mode 100644 index 0000000..4becbc5 --- /dev/null +++ b/docs/roadmap.md @@ -0,0 +1,41 @@ +# Roadmap + +
+ +
+ +## Fundamentals + +
+ +
+ +## Data Scientist + +
+ +
+ +## Machine Learning + +
+ +
+ +## Deep Learning + +
+ +
+ +## Data Engineer + +
+ +
+ +## Big Data Engineer + +
+ +