- 0 student
- 1 lessons
- 0 quizzes
- 80 hour duration
Deep learning Online Course is a popular subset of machine learning that allows you to build complex models that are faster and give more accurate predictions. Natural Language Processing (NLP) offers powerful ways to interpret and act on spoken and written language. It’s used to help deal with customer support enquiries, analyse how customers feel about a product, and provide intuitive user interfaces.
This comprehensive course teaches you to write applications using two popular data science concepts, deep learning, and NLP. You’ll learn through practical demonstrations, clear explanations, and interesting real-world examples. It will give you a versatile range of deep learning online courses and NLP skills, which you will put to work in your own applications.
Skills You Will Gain:
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Python basics
1. Flow control, List, tuples, dictionary, functions, strings 2. Introduction to Jupyter
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Python Modules
1. TensorFlow 2. Pytorch 3. Numpy 4. PANDAS 5. Scipy 6. Matplotlib , Seaborn
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Introduction to A.I and deep learning
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Introduction to Neural Networks
1. MLP classifier 2. activation functions 3. loss functions 4. Regularization 5. Overfitting and Underfitting 6. optimizers (ADAM, LBFGS, SGD) 7. Hyper parameters fine tuning
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Introduction to CNN - convolutional Neural Networks
1. CNN architecture 2. Conv layer 3. Pooling Layer 4. fully connected layers 5. Dropouts
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Recurrent Neural Networks (RNN) & Long Short Term Memory networks (LSTM )
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Auto Encoders
under complete encoders , sparse encoders , de-noising encoders
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YOLO - You Only Look Once Algorithm for Realtime object recognition and detection and customizing the algorithm for custom project with excellent accuracy
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19. SSD - Single Shot Detection for Real time object detection and recognition.
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