YouTube
Free Online Course
English
14 hours worth of material
selfpaced
Syllabus
Introduction | Deep Learning Tutorial 1 (Tensorflow Tutorial, Keras & Python).
Why deep learning is becoming so popular? | Deep Learning Tutorial 2 (Tensorflow2.0, Keras & Python).
What is a neuron? | Deep Learning Tutorial 3 (Tensorflow Tutorial, Keras & Python).
What is a Neural Network | Deep Learning Tutorial 4 (Tensorflow2.0, Keras & Python).
Install tensorflow 2.0 | Deep Learning Tutorial 5 (Tensorflow Tutorial, Keras & Python).
Pytorch vs Tensorflow vs Keras | Deep Learning Tutorial 6 (Tensorflow Tutorial, Keras & Python).
Neural Network For Handwritten Digits Classification | Deep Learning Tutorial 7 (Tensorflow2.0).
Activation Functions | Deep Learning Tutorial 8 (Tensorflow Tutorial, Keras & Python).
Derivatives | Deep Learning Tutorial 9 (Tensorflow Tutorial, Keras & Python).
Matrix Basics | Deep Learning Tutorial 10 (Tensorflow Tutorial, Keras & Python).
Loss or Cost Function | Deep Learning Tutorial 11 (Tensorflow Tutorial, Keras & Python).
Gradient Descent For Neural Network | Deep Learning Tutorial 12 (Tensorflow2.0, Keras & Python).
Implement Neural Network In Python | Deep Learning Tutorial 13 (Tensorflow2.0, Keras & Python).
Stochastic Gradient Descent vs Batch Gradient Descent vs Mini Batch Gradient Descent |DL Tutorial 14.
Chain Rule | Deep Learning Tutorial 15 (Tensorflow2.0, Keras & Python).
Tensorboard Introduction | Deep Learning Tutorial 16 (Tensorflow2.0, Keras & Python).
GPU bench-marking with image classification | Deep Learning Tutorial 17 (Tensorflow2.0, Python).
Customer churn prediction using ANN | Deep Learning Tutorial 18 (Tensorflow2.0, Keras & Python).
Precision, Recall, F1 score, True Positive|Deep Learning Tutorial 19 (Tensorflow2.0, Keras & Python).
Dropout Regularization | Deep Learning Tutorial 20 (Tensorflow2.0, Keras & Python).
Handling imbalanced dataset in machine learning | Deep Learning Tutorial 21 (Tensorflow2.0 & Python).
Applications of computer vision | Deep Learning Tutorial 22 (Tensorflow2.0, Keras & Python).
Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python).
Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python).
Convolution padding and stride | Deep Learning Tutorial 25 (Tensorflow2.0, Keras & Python).
Data augmentation to address overfitting | Deep Learning Tutorial 26 (Tensorflow, Keras & Python).
Transfer Learning | Deep Learning Tutorial 27 (Tensorflow, Keras & Python).
Image classification vs Object detection vs Image Segmentation | Deep Learning Tutorial 28.
Popular datasets for computer vision: ImageNet, Coco and Google Open images | Deep Learning 29.
Sliding Window Object Detection | Deep Learning Tutorial 30 (Tensorflow, Keras & Python).
What is YOLO algorithm? | Deep Learning Tutorial 31 (Tensorflow, Keras & Python).
Object detection using YOLO v4 and pre trained model | Deep Learning Tutorial 32 (Tensorflow).
What is Recurrent Neural Network (RNN)? Deep Learning Tutorial 33 (Tensorflow, Keras & Python).
Types of RNN | Recurrent Neural Network Types | Deep Learning Tutorial 34 (Tensorflow & Python).
Vanishing and exploding gradients | Deep Learning Tutorial 35 (Tensorflow, Keras & Python).
Simple Explanation of LSTM | Deep Learning Tutorial 36 (Tensorflow, Keras & Python).
Simple Explanation of GRU (Gated Recurrent Units) | Deep Learning Tutorial 37 (Tensorflow & Python).
Bidirectional RNN | Deep Learning Tutorial 38 (Tensorflow, Keras & Python).
Converting words to numbers, Word Embeddings | Deep Learning Tutorial 39 (Tensorflow & Python).
Word embedding using keras embedding layer | Deep Learning Tutorial 40 (Tensorflow, Keras & Python).
What is Word2Vec? A Simple Explanation | Deep Learning Tutorial 41 (Tensorflow, Keras & Python).
Word2Vec Part 2 | Implement word2vec in gensim || Deep Learning Tutorial 42 with Python.
Distributed Training On NVIDIA DGX Station A100 | Deep Learning Tutorial 43 (Tensorflow & Python).
Tensorflow Input Pipeline | tf Dataset | Deep Learning Tutorial 44 (Tensorflow, Keras & Python).
Optimize Tensorflow Pipeline Performance: prefetch & cache | Deep Learning Tutorial 45 (Tensorflow).
What is BERT? | Deep Learning Tutorial 46 (Tensorflow, Keras & Python).
Text Classification Using BERT & Tensorflow | Deep Learning Tutorial 47 (Tensorflow, Keras & Python).
tf serving tutorial | tensorflow serving tutorial | Deep Learning Tutorial 48 (Tensorflow, Python).
Quantization in deep learning | Deep Learning Tutorial 49 (Tensorflow, Keras & Python).
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