Deep Learning Pro: Build & Deploy AI Models with TensorFlow
Unlock the Power of AI with This 8-Hour Deep Learning Bootcamp
Dive into the fast-evolving world of artificial intelligence with Deep Learning Pro — an intensive, project-based video course that takes you from foundational theory to full deployment of deep learning models using TensorFlow and Keras.
In just 8 hours, you’ll:
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Master the Core Concepts: Neural networks, CNNs, RNNs, LSTMs, and GANs.
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Build Real Projects: From image classification to text generation and AI image creation.
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Get Hands-On with Tools: Google Colab, Python libraries, TensorFlow, and Streamlit.
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Deploy Your Models: Learn model evaluation, optimization, and web app deployment.
Whether you’re a data enthusiast, developer, or aspiring AI engineer, this course equips you with both the knowledge and practical experience to build impactful deep learning applications.
- 8 Sections
- 44 Lessons
- 8 Hours
- Module 1: Introduction to Deep Learning (45 min)6
- Module 2: Setting Up the DL Environment (30 min)4
- Module 3: Fundamentals of Neural Networks (1 Hour)6
- 3.1Understanding Perceptrons & Multi-Layer Perceptrons (MLP)
- 3.2Forward Propagation & Backpropagation Explained
- 3.3Gradient Descent & Optimization Algorithms (SGD, Adam, RMSprop)
- 3.4Loss Functions: MSE, Cross-Entropy Loss
- 3.5Batch Size, Epochs, and Learning Rate Explained
- 3.6Hands-on: Building a Neural Network from Scratch in TensorFlow
- Module 4: Convolutional Neural Networks (CNNs) (1 Hour 15 min)6
- Module 5: Recurrent Neural Networks (RNNs) & LSTMs (1 Hour 15 min)6
- 5.1Understanding Sequential Data & Time Series
- 5.2Basics of RNNs & Challenges (Vanishing Gradient Problem
- 5.3Long Short-Term Memory (LSTM) Networks
- 5.4Gated Recurrent Units (GRUs)
- 5.5Applications: Sentiment Analysis, Text Generation, Stock Price Prediction
- 5.6Hands-on: Building an LSTM Model for Text Prediction
- Module 6: Generative AI & Autoencoders (1 Hour 15 min)5
- Module 7: Model Evaluation, Deployment & Optimization (1 Hour)5
- Module 8: End-to-End DL Project (1 Hour)6
Unlock the Power of AI with This 8-Hour Deep Learning Bootcamp
Dive into the fast-evolving world of artificial intelligence with Deep Learning Pro — an intensive, project-based video course that takes you from foundational theory to full deployment of deep learning models using TensorFlow and Keras.
In just 8 hours, you’ll:
-
Master the Core Concepts: Neural networks, CNNs, RNNs, LSTMs, and GANs.
-
Build Real Projects: From image classification to text generation and AI image creation.
-
Get Hands-On with Tools: Google Colab, Python libraries, TensorFlow, and Streamlit.
-
Deploy Your Models: Learn model evaluation, optimization, and web app deployment.
Whether you’re a data enthusiast, developer, or aspiring AI engineer, this course equips you with both the knowledge and practical experience to build impactful deep learning applications.
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