Master Deep Learning in One Shot | 7-Hour Full Course with Projects
Euron - https://euron.one/
Course Link : https://euron.one/course/deep-learnin...
For any queries or counseling, feel free to call or WhatsApp us at: +919110665931 / +919019065931
Dive into the world of Deep Learning with this all-in-one course! From understanding the core principles of neural networks to deploying AI models in real-world applications, this video takes you on a complete journey. Perfect for both beginners and professionals, it combines theory with hands-on practice so you can truly master deep learning.
What you’ll learn in this course:
Neural Network Foundations: activation functions, gradient descent & backpropagation.
Advanced Domains: computer vision, natural language processing (NLP), and reinforcement learning.
Hands-On Projects: build and train models using TensorFlow, Keras & FastAPI.
Deployment Skills: deploy AI models into production for web & mobile apps.
Real-World Use Cases: facial recognition, autonomous driving, chatbots & more.
Why watch ?
Beginner-friendly yet covers advanced AI concepts.
Step-by-step explanations for easy learning.
Project-based approach to build real skills.
Learn how to move from theory → coding → deployment seamlessly.
CHAPTERS:
00:00 - Introduction
01:56 - Evolution of Deep Learning
10:45 - What is Deep Learning
23:28 - Deep Learning Roadmap
35:54 - What is a Neural Network
39:50 - Tensorboard Playground - A Demo
53:01 - Neural Network Common Terms
57:24 - Hidden Layer Functionality
59:55 - Inside a Hidden Layer
1:06:08 - Output Function Explained
1:07:30 - Adjusting Weights and Biases
1:08:38 - Understanding Loss Function
1:16:55 - Importance of Derivation in Deep Learning
1:18:32 - Forward Propagation Explained
1:29:42 - Activation Function Overview
1:44:43 - Backward Propagation Process
1:51:11 - Derivative of Loss Function
1:55:20 - Finding Loss Derivative w.r.t. Neuron Output
2:02:45 - Backward Propagation Techniques
2:18:10 - Calculating Loss for Hidden Layer
2:23:21 - Updating Weights and Biases
2:31:30 - Neural Network Post-Backward Propagation
2:34:50 - Activation Function Revisited
2:50:32 - Optimizer Overview
3:10:44 - Autoencoder Introduction
3:14:53 - Autoencoder Encoder Explained
3:15:49 - Autoencoder Decoder Explained
3:24:08 - Customer Churn Analysis Project
0:00 - Environment Setup
0:00 - Data Understanding
3:30:59 - Data Preprocessing Techniques
3:37:18 - Model Training Process
3:42:45 - API Creation Steps
3:54:25 - Streamlit App Development
3:58:02 - Testing the Streamlit App
4:01:11 - Project Introduction
4:01:17 - Docker Project Conversion
4:06:59 - Docker File for Backend
4:09:50 - Local Docker Testing
4:16:11 - Deploying Backend on Render
4:23:57 - Frontend Deployment on Streamlit Cloud
4:30:57 - API Testing with Postman
4:35:00 - Confusion Matrix Analysis
4:44:57 - Accuracy Metrics Explained
4:47:35 - Precision Metrics Overview
4:50:23 - Recall Metrics Overview
4:53:38 - F1 Score Explanation
4:59:17 - Regression Accuracy Metrics
5:07:04 - Finding Best Model Parameters
5:08:52 - Hyperparameter Tuning with Keras Tuner
5:13:04 - Performing Hyperparameter Tuning
5:15:28 - Best Hyperparameters with Keras Tuner
5:20:33 - OUTRO
5:20:42 - Creating Virtual Environment with UV
5:34:08 - Introduction to Iris Dataset
5:35:08 - Iris Dataset Preprocessing
5:48:30 - Building a Neural Network
5:57:41 - Visualizing the Neural Network
6:03:57 - Weights and Biases Visualization
6:13:38 - Calculating Trainable Parameters
6:17:44 - Compiling the Model
6:20:28 - Fitting Model and Visualizing Training with TensorBoard
6:31:01 - Epoch and Batch Size Explained
6:36:33 - Saving the Model
6:38:30 - Making Predictions
6:46:01 - Model Visualization Techniques
7:21:08 - Thank You
Roadmap for you :
AI /Data Science Pro Level Expert Roadmap - https://euron.one/roadmap/c9361831-c8...
NLP expert Roadmap - https://euron.one/roadmap/300bc526-ed...
Data Analytics / Business Analytics Expert Roadmap - https://euron.one/roadmap/920278e8-e3...
Big Data / Data Engineering Expert Roadmap - https://euron.one/roadmap/98c8db49-2e...
Computer Vision Roadmap - https://euron.one/roadmap/d8281277-5c...
Deep Learning Roadmap - https://euron.one/roadmap/1495a7ba-42...
Generative AI Roadmap - https://euron.one/roadmap/2380f611-74...
Machine Learning Expert Roadmap - https://euron.one/roadmap/ff514391-32...
Android- https://play.google.com/store/apps/de...
IOS - https://apps.apple.com/in/app/euron-y...