chore: clean up

Author: ritchieng

README.md

@@ -7,6 +7,8 @@ Please head to [www.deeplearningwizard.com](https://www.deeplearningwizard.com/)
 ## Repository Details
 This repository contains all the notesbooks and mkdocs markdown files of the tutorials covering machine learning, deep learning, scalable database, programming, data processing and data visualization powering the website.
 
+Take note this is an early work in progress, do be patient as we gradually upload our guides.
+
 ## Sections and Subsections
 - [Deep Learning and Deep Reinforcement Learning Tutorials (Libraries: Python, PyTorch, Gym, NumPy and Matplotlib)](https://www.deeplearningwizard.com/deep_learning/intro/)
     - [Course Progression](https://www.deeplearningwizard.com/deep_learning/course_progression/)
@@ -26,12 +28,10 @@ This repository contains all the notesbooks and mkdocs markdown files of the tut
     - [Supervised to Reinforcement Learning](https://www.deeplearningwizard.com/deep_learning/deep_reinforcement_learning_pytorch/supervised_to_rl/)
     - [Markov Decision Processes and Bellman Equations](https://www.deeplearningwizard.com/deep_learning/deep_reinforcement_learning_pytorch/bellman_mdp/)
     - [Dynamic Programming](https://www.deeplearningwizard.com/deep_learning/deep_reinforcement_learning_pytorch/dynamic_programming_frozenlake/)
+- [Programming Tutorials (Libraries: C++, Python, Bash and more)](https://www.deeplearningwizard.com/programming/intro/)
 - [Scalable Database Tutorials (Libraries: Apache Cassandra, Bash and Python)](https://www.deeplearningwizard.com/database/intro/)
     - [Apache Cassandra Cluster Setup](https://www.deeplearningwizard.com/database/setting_up_cluster/)
 
-## Always Latest PyTorch Version
-We always provide the latest PyTorch version (0.4/1.0) so that you will be learning up-to-date code! 
-
 ## About Deep Learning Wizard
 We deploy a top-down approach that enables you to grasp deep learning theories and code easily and quickly. We have open-sourced all our materials through our Deep Learning Wizard Wikipedia. For visual learners, feel free to sign up for our video course and join over 2300 deep learning wizards.
 

docs/programming/cpp/cpp.ipynb

@@ -555,7 +555,7 @@
    "metadata": {},
    "source": [
     "#### Multiply Two Numbers 1000 and 67\n",
-    "- Notice how you don't get 66,000? This is because our variable `value` of `ushortint` type can only hold values up to the integer 65,536.\n",
+    "- Notice how you don't get 67,000? This is because our variable `value` of `ushortint` type can only hold values up to the integer 65,536.\n",
     "- What this returns is the remainder of 67,000 - 65,536 = 1464"
    ]
   },

docs/programming/cpp/cpp.md

@@ -262,7 +262,7 @@ MultiplyTwoNumbersWithAlias(1000, 65)
 
 
 #### Multiply Two Numbers 1000 and 67
-- Notice how you don't get 66,000? This is because our variable `value` of `ushortint` type can only hold values up to the integer 65,536.
+- Notice how you don't get 67,000? This is because our variable `value` of `ushortint` type can only hold values up to the integer 65,536.
 - What this returns is the remainder of 67,000 - 65,536 = 1464
 
 

docs/programming/intro.md

@@ -1,6 +1,6 @@
 # Programming
 
-We'll be covering C++, Python, Bash, Pandas, NumPy and more critical for end-to-end AI deployments.
+We'll be covering C++, Python, Bash, Pandas, NumPy and more for end-to-end AI deployments.
 
 !!! info "Work in progress"
     This open-source portion is still a work in progress. Stay tuned while we gradually upload our tutorials and notes. Feel free to contact [Ritchie Ng](https://www.ritchieng.com/) if you would like to contribute via our [Facebook](https://www.facebook.com/DeepLearningWizard/) page.