Updated table of contents.

Author: mikeroyal

README.md

@@ -243,7 +243,7 @@
 [Fastai](https://docs.fast.ai/) is a library that simplifies training fast and accurate neural nets using modern best practices.
 
 # Algorithms
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 [Fuzzy logic](https://www.investopedia.com/terms/f/fuzzy-logic.asp) is a heuristic approach that allows for more advanced decision-tree processing and better integration with rules-based programming.
 
@@ -327,7 +327,7 @@
 **Bayes' theorem. Source:[mathisfun](https://www.mathsisfun.com/data/bayes-theorem.html)**
 
 # Machine Learning
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/134075212-b132056a-5980-4610-a141-dd0677b17b5f.png">
@@ -437,7 +437,7 @@
 [cuML](https://github.com/rapidsai/cuml) is a suite of libraries that implement machine learning algorithms and mathematical primitives functions that share compatible APIs with other RAPIDS projects. cuML enables data scientists, researchers, and software engineers to run traditional tabular ML tasks on GPUs without going into the details of CUDA programming. In most cases, cuML's Python API matches the API from scikit-learn.
 
 # Deep Learning Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/133943699-6dcfcb40-ddf7-4501-86e0-41e8aee91fe2.png">
@@ -629,7 +629,7 @@
 [Mapping Toolbox™](https://www.mathworks.com/products/mapping.html) is a tool that provides algorithms and functions for transforming geographic data and creating map displays. You can visualize your data in a geographic context, build map displays from more than 60 map projections, and transform data from a variety of sources into a consistent geographic coordinate system.
 
 # Reinforcement Learning Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/133943722-059d8f26-44d7-40c3-9850-4b3a88d46b01.png">
@@ -831,7 +831,7 @@
 [Mapping Toolbox™](https://www.mathworks.com/products/mapping.html) is a tool that provides algorithms and functions for transforming geographic data and creating map displays. You can visualize your data in a geographic context, build map displays from more than 60 map projections, and transform data from a variety of sources into a consistent geographic coordinate system.
 
 # Computer Vision Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/129494417-b0ee8192-ac41-4a6d-8e1d-4761ffc8bab1.png">
@@ -913,7 +913,7 @@
 [Microsoft AirSim](https://microsoft.github.io/AirSim/lidar.html) is a simulator for drones, cars and more, built on Unreal Engine (with an experimental Unity release). AirSim is open-source, cross platform, and supports [software-in-the-loop simulation](https://www.mathworks.com/help///ecoder/software-in-the-loop-sil-simulation.html) with popular flight controllers such as PX4 & ArduPilot and [hardware-in-loop](https://www.ni.com/en-us/innovations/white-papers/17/what-is-hardware-in-the-loop-.html) with PX4 for physically and visually realistic simulations. It is developed as an Unreal plugin that can simply be dropped into any Unreal environment. AirSim is being developed  as a platform for AI research to experiment with deep learning, computer vision and reinforcement learning algorithms for autonomous vehicles.
 
 # NLP Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/131386286-e23991d5-a1aa-4ee9-9582-874dc0854c1a.png">
@@ -1014,7 +1014,7 @@
 [Numba](https://github.com/numba/numba) is an open source, NumPy-aware optimizing compiler for Python sponsored by Anaconda, Inc. It uses the LLVM compiler project to generate machine code from Python syntax. Numba can compile a large subset of numerically-focused Python, including many NumPy functions. Additionally, Numba has support for automatic parallelization of loops, generation of GPU-accelerated code, and creation of ufuncs and C callbacks.
 
 # Bioinformatics
-[Back to the Top](https://github.com/mikeroyal/Deep-Learning-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/126912438-49cc660e-90c5-4cbc-828b-10e807b99767.png">
@@ -1084,7 +1084,7 @@
 [NCBI BioSystems](https://www.ncbi.nlm.nih.gov/biosystems/) is a  Database that provides integrated access to biological systems and their component genes, proteins, and small molecules, as well as literature describing those biosystems and other related data throughout Entrez.
 
 # Robotics Development
-[Back to the Top](https://github.com/mikeroyal/Deep-Learning-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/96352533-b55fb380-1078-11eb-874c-f165cbcce899.png">
@@ -1216,7 +1216,7 @@ commercially available industrial robot models that you can import, visualize, a
 
 
 # Electric charge, field, and potential
-[Back to the Top](https://github.com/mikeroyal/DSP-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
      - Charge and electric force (Coulomb's law): Electric charge, field, and potential
      - Electric field: Electric charge, field, and potential
@@ -1255,7 +1255,7 @@ commercially available industrial robot models that you can import, visualize, a
  **Symbols of Circuits .Source: [andrewpover.co.uk](https://andrewpover.co.uk/category/physics/)**
 
 # Magnetic forces, magnetic fields, and Faraday's law
-[Back to the Top](https://github.com/mikeroyal/DSP-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
     - Magnets and Magnetic Force: Magnetic forces, magnetic fields, and Faraday's law
     - Magnetic field created by a current: Magnetic forces, magnetic fields, and Faraday's law
@@ -1284,7 +1284,7 @@ commercially available industrial robot models that you can import, visualize, a
  **Farady's law. Source: [sdsu-physics](http://sdsu-physics.org/physics180/physics196/Topics/faradaysLaw.html)**
 
 # Electromagnetic waves and interference
-[Back to the Top](https://github.com/mikeroyal/DSP-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
     - Introduction to electromagnetic waves: Electromagnetic waves and interference
     - Interference of electromagnetic waves
@@ -1305,7 +1305,7 @@ commercially available industrial robot models that you can import, visualize, a
 
 
 # CUDA Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/94306481-e17b8f00-ff27-11ea-832f-c85374acb3b1.png">
@@ -1383,7 +1383,7 @@ commercially available industrial robot models that you can import, visualize, a
 [GraphVite](https://graphvite.io/) is a general graph embedding engine, dedicated to high-speed and large-scale embedding learning in various applications.
 
 # MATLAB Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/94306473-de809e80-ff27-11ea-924b-0a6947ae38bc.png">
@@ -1493,7 +1493,7 @@ commercially available industrial robot models that you can import, visualize, a
 [GNU Octave](https://www.gnu.org/software/octave/) is a high-level interpreted language, primarily intended for numerical computations. It provides capabilities for the numerical solution of linear and nonlinear problems, and for performing other numerical experiments. It also provides extensive graphics capabilities for data visualization and manipulation.
 
 # Python Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/93133273-ce490380-f68b-11ea-81d0-7f6a3debe6c0.png">
@@ -1614,7 +1614,7 @@ commercially available industrial robot models that you can import, visualize, a
 [Scikit-Learn](https://scikit-learn.org/stable/index.html) is a simple and efficient tool for data mining and data analysis. It is built on NumPy,SciPy, and mathplotlib.
 
 # C/C++ Development
-[Back to the Top](https://github.com/mikeroyal/PyTorch-Guide#table-of-contents)
+[Back to the Top](https://github.com/mikeroyal/Neuromorphic-Computing-Guide#table-of-contents)
 
 <p align="center">
  <img src="https://user-images.githubusercontent.com/45159366/115297894-961e0d80-a111-11eb-81c3-e2bd2ac9a7cd.png">