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Everything about Convolutional Neural Networks [2022]

Everything about Convolutional Neural Networks [2022]
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + srt | Duration: 20 lectures (3h 15m) | Size: 2.7 GB
Understand everything about CNN (Convolutional Neural Networks) from scratch


What you'll learn
Get a solid understanding of Convolutional Neural Networks (CNN) and Deep Learning
Learn the various Neural Network concepts including Forward Pass, Back propagation, Activation functions etc.
Learn usage of Keras and Tensorflow libraries
Build an end-to-end Image Classification project in Python
Use Pandas DataFrames to manipulate data and make statistical computations.
Completely beginner friendly
Requirements
No prior knowledge on Deep Learning is required, but basic understanding of Machine Learning concepts is preferred, however the lectures are completely beginner friendly.
Python installation is a pre-requisite
Description
You're looking for a complete Convolutional Neural Network (CNN) course that teaches you everything you need to create an Image Classification model in Python, right?
You've found the right Convolutional Neural Networks course!
After completing this course you will be able to
Identify the Image Classification problems which can be solved using CNN Models.
Create CNN models in Python using Keras and Tensorflow libraries and analyze their results.
Confidently practice, discuss and understand Deep Learning concepts
Have a clear understanding of how Neural Networks work internally, and what are various concepts related to this niche.
How this course will help you?
A Verifiable Certificate of Completion is presented to all students who undertake this Convolutional Neural networks course.
If you are an Analyst or an ML scientist, or a student who wants to learn and apply Deep learning in Real world image recognition problems, this course will give you a solid base for that by teaching you some of the most advanced concepts of Deep Learning and their implementation in Python without getting too Mathematical.
Why should you choose this course?
This course covers all the steps that one should take to create an image classification model using Convolutional Neural Networks.
Most courses only focus on teaching how to run the analysis but we believe that having a strong theoretical understanding of the concepts enables us to create a good model . And after running the analysis, one should be able to judge how good the model is and interpret the results to actually be able to help the business.
Download Practice files
With each lecture, there are class notes attached for you to follow along. There is a final practical assignment for you to practically implement your learning.
What is covered in this course?
Understanding Deep Learning
Activation Functions
How Neural Network works & learns
Gradient Descent vs Stochastic Gradient Descent
CNN - Building & Evaluating a model
Hands-on Project
Go ahead and click the enroll button, and I'll see you in lesson 1!
Who this course is for
Complete Beginners to the field of Deep Learning
Homepage
https://www.udemy.com/course/everything-about-convolutional-neural-networks-2022/


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