Ever since I started learning Deep Learning & Computer Vision, I always dreamed of this course!

The Complete Deep Learning & Computer Vision Course in 2020
<p><strong>This Brand New and Modern Deep Learning & Computer Vision Course will teach you everything you will need to know to become a Computer Vision Expert.</strong></p><p><br></p><p>Deep Learning & Computer Vision is currently one of the most increasing fields of Artificial Intelligence and Comp…
The Feature Video

This is the course I wish I had when I was getting started with Deep Learning & Computer Vision

What’s In this Course?

As the name suggests, this course is on learning the latest tools & technologies using in Deep Learning & Computer Vision. This course teaches a lot of topics like,

  • Good old Image Classification!
  • Object Detection
  • Generative Adversarial Networks
  • Making Machine Learning Web Application
  • Deploying ML Web Applications & Open Sourcing ML Projects

I am using a lot of different tools like Anaconda, OpenCV, Tensorflow 2.0, Detectron2, FastAI, Streamlit, Heroku, and much much more.

What’s Unique in this course?

YES, Good Question!

  • This course uses very recent Kaggle  Competitions to work on & submitting predictions & analyzing winner solutions.
  • This course uses Weights & Biases for saving every experiment we do and then making a report which is really wonderful to show off to potential employers.
  • This course makes an actual Machine learning Web Application & Deploy it into a cloud, showcasing it to employers will automatically make you stand out from the rest.


All the tools, techniques & technologies used in this Course -

The Course Outline


Learning Computer Vision & Deep Learning Fundamentals

  1. Setting up Anaconda, Installing Libraries & Jupyter Notebook
  2. Learning fundamentals of OpenCV & Numpy — Reading images, Colorspaces, Drawing & Callbacks
  3. Advanced OpenCV — Image Preprocessing, Geometrical transformations, Perspective transformations & affine transformations, image blending & pyramids, image gradients & thresholding, Canny Edge Detector and contours
  4. Working with videos in OpenCV — Using webcam, Haar Cascades & Object Detection, Lane Detection
  5. Deep Learning & How Neural Network Works? — Artificial neural networks, Convolution Neural Networks & Transfer Learning
  6. More things below!

Projects

Image Classification — Plant leaf Classification

Small Glimpse for our Weights & Biases experimentations
  • Working on very recent Kaggle Competitions
  • Using Google Colab & Kaggle Kernels
  • Using the latest Tensorflow 2.0 & Keras
  • Using Keras Data Generators & Data Argumentation
  • Using Transfer Learning & Ensemble learning
  • Using State of The Art Deep Learning Models
  • Using GPU & TPU for Model Training
  • Hyperparameter Tuning
  • Using Weights & Biases for recording Deep Learning experimentations
  • Saving & Loading Models
  • Creating a Weights & Biases Report & Showcasing the Project!

Object Detection — Wheat heads Detection

What Head Detection using Detectron2
  • Working on Kaggle Competitions, again!
  • Using Facebook’s Detectron2 for Object Detection
  • Creating COCO Dataset from scratch
  • Training Faster RCNN Model and Custom Weights & Biases callback
  • Using Retinanet
  • Saving & Loading Detectron2 models

Generative Adversarial Networks — Creating Fake Leaf Images

Some Generated Images from GAN
  • Learning How Generative Adversarial Networks works
  • Using FastAI
  • Creating & Training Generative Adversarial Networks
  • Making Fake Images using GAN

Making ML Web Application

The Application
  • Getting started with Streamlit
  • Creating an ML Web Application from scratch using Streamlit
  • Making a React Web Application


Deploying & Open Sourcing ML Application

  • Learning how to use Cloud Services to Deploy Models & Applications
  • Using Heroku
  • Learning how to Open Source ML Projects on GitHub
  • Learn to build a good Readme focused on ML Projects
  • How to showcase your projects to impress boss & employees & Get Hired!

And seriously, there are more projects that we will make in the course!

The Complete Deep Learning & Computer Vision Course in 2020
<p><strong>This Brand New and Modern Deep Learning & Computer Vision Course will teach you everything you will need to know to become a Computer Vision Expert.</strong></p><p><br></p><p>Deep Learning & Computer Vision is currently one of the most increasing fields of Artificial Intelligence and Comp…

Feel free to message me with any questions!