PadhAI - A Deep Learning Course

This is the repository containing the colab-notebooks of the course i did on deep learning from One-Fourth-Labs

Course Instructors:

• Mitesh Khapra (https://www.cse.iitm.ac.in/~miteshk/)
• Pratyush Kumar (http://www.cse.iitm.ac.in/~pratyush/)

Deep Learning Certificate

• DeepLearningCertificate

Course List

1. DL#101 - Getting Started

completed on: 29/10/2019

certificate:

• DL101-GuviCertification-u3793g5r7n16y5M2U2

colab-notebooks:

• 01_IntroToGoogleColab
• 02_MorePythonBasics
• 03_Vector

2. DL#102 - Primitive Neurons

completed on: 29/10/2019

certificate:

• DL102-GuviCertification-54n71RC9Y3s932y3z7

colab-notebooks:

• 04_MPNeuron

3. DL#103 - Sigmoid Neuron

completed on: 24/11/2019

certificate:

• DL102-GuviCertification-54n71RC9Y3s932y3z7

colab-notebooks:

• 05_SigmoidNeuron
• 06_SigmoidNeuronExample

4. DL#104 - Feedforward Neural Networks

completed on: 25/11/2019

certificate:

• DL104-GuviCertification-4775163N3z0T5DpE95

colab-notebooks:

• 07_FeedForwardNeuralNetwork

5. DL#105 - Training Feedforward Neural Networks

completed on: 10/12/2019

certificate:

• DL105-GuviCertification-3219Q8mV9H75oPpJ57

colab-notebooks:

• 08_Scalar_Backpropagation.ipynb
• 09_VectorizedFeedforwardNeuralNetwork.ipynb

6. DL#106 - Optimization Algorithms

completed on: 12/12/2019

certificate:

• DL106-GuviCertification-551019LF6680gU47eh

colab-notebooks:

• 10_GDAlgorithms.ipynb
• 11_VectorizedGDAlgorithms.ipynb
• 12_InitializationActivationFunction.ipynb
• 13_OverfittingAndRegularization.ipynb

7. DL#107 - Introduction to PyTorch

completed on: 23/12/2019

certificate:

• DL107-GuviCertification-4l5917H170YAC689z5

colab-notebooks:

• 14_PyTorchIntro.ipynb
• 15_FFNetworksWithPyTorch.ipynb

8. DL#108 - Convolutional Neural Networks

completed on: 26/12/2019

certificate:

• DL108-GuviCertification-590umI28b179s79Pve

colab-notebooks:

• 16_PyTorchCNN.ipynb

9. DL#109 - Deep Convolutional Neural Networks

completed on: 30/12/2019

certificate:

• DL109-GuviCertification-3T6hY1RK7v75t25u42

colab-notebooks:

• 17_LargeCNNs.ipynb
• 18_CNNVisualization.ipynb
• 19_BatchNorm_Dropout.ipynb
• 20_HyperparameterTuning_MLFlow.ipynb

10. DL#110 - Sequence Models

completed on: 01/01/2020

certificate:

• DL110-GuviCertification-19g891p7375h721VlT.pdf

colab-notebooks:

• 21_RNNs.ipynb
• 22_BatchSeqModels.ipynb

11. DL#111 - Encoder Decoder Models

completed on: 01/01/2020

certificate:

• DL111-GuviCertification-0A5R4s77281t16V628.pdf

colab-notebooks:

• 23_EncoderDecoderArchitecture.ipynb

12. DL#112 - Introduction to Object Detection

completed on: 01/01/2020

certificate:

• DL112-GuviCertification-wLX9m77i0H6S7819M5.pdf

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