AI is growing exponentially. From self driving cars to movie recommendations to cancer detection, AI is helping us in our daily lives. This Deep Learning specialisation is foundational program that will help you kick start your career in AI. You will learn ANN, CNN, RNN and how to build them.....
Why Machine Learning fails for large dataset, introduction to deep learning, Neurons, neural networks, how they are similar to human brain.
08 Nov | 03:01 PM | 90 min
Understanding artificial neural networks, neurons, input layers, output layers, wights, bias, activation functions. Case study on ANN.
11 Nov | 03:01 PM | 90 min
Working of neural networks, forward propagation and backward propagation, deep layered neural networks Case study on ANN.
15 Nov | 03:01 PM | 90 min
Why Artificial Neural Networks fails for data such as images, Understanding convolution, Padding, pooling, Case study on CNN.
18 Nov | 03:01 PM | 90 min
How Convolutional neural networks work, Fully Connected Layers, normalization, os library, unzip, image resizing, colab patches for images, transfer learning. Case study on CNN.
22 Nov | 03:01 PM | 90 min
How to process sequence like text and how to train machine for them, Vanishing Gradient or Exploding Gradient Problem, Limitation of ANN and CNN, Introduction to RNN. Case study on RNN.
25 Nov | 03:01 PM | 90 min
Limitations of RNN and advantages of LSTM, LSTM (Long Short Term Memory), Encoder - Decoder network attention model, Keras: tokenizer, Rms prop optimizer, NLTK stopwords, Keras: Pad Sequences. Case study on RNN.
29 Nov | 03:01 PM | 90 min
Capstone project part 1, data cleaning, model building.
02 Dec | 03:01 PM | 90 min
Capstone Project part 2, Model testing, app building, deploying to cloud.
06 Dec | 03:01 PM | 90 min
This practical, live instructed python programming course teaches you python programming fast. Mentor use case studies in each class and you will build & deploy a web app by the end of this course.View Details
This specialisation will give you the right foundation on data analysis using python and effectively use it analyze and visualize data! You will know how to collect data sing beautifulsoup, selenuim and how to analyse data using Numpy and Pandas libraries. Start your career in Data Science!View Details
Learn and apply fundamental machine learning concepts in this specialisation, get real-world experience with the capstone project. This specialisation covers concepts like regression, classification, model evaluation, clustering and building machine learning web apps using flask, deploying machine learning model to cloud. All classes are live instructed by mentor accompanied by unique "notebook" to revise and practice the concepts.View Details