ABOUT DEEP LEARNING TRAINING

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Deep Learning was developed through the collaboration of AI researchers, driven by organizations like Google and supported by various institutions. This instructional tutorial will introduce you to the fundamentals of Deep Learning and will also take you through some advanced concepts related to building and training neural network-based models.

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About Deep Learning Training

Deep Learning training in Chennai is designed for individuals aiming to master advanced machine learning techniques used in artificial intelligence, computer vision, natural language processing, and neural networks. This course is ideal for data science students, AI enthusiasts, researchers, and professionals seeking to build intelligent systems powered by deep neural networks. The program begins with a strong foundation in neural network theory, followed by hands-on training in deep learning frameworks like TensorFlow, Keras, and PyTorch. Learners build and train various types of neural networks including CNNs, RNNs, LSTMs, and GANs for real-time use cases in vision, text, and audio processing. Participants in Deep Learning training in Chennai gain practical exposure through real-world projects, from image recognition to sentiment analysis, enabling them to develop deployable AI solutions for various industries.

Deep Learning Courses at DLK

Deep Learning training in Chennai is available at multiple levels, catering to both beginners and advanced learners. Starters can enroll in Introduction to Deep Learning with Python, while more advanced learners can choose specialized modules like Computer Vision with CNNs, Time-Series Forecasting with RNNs, and Generative AI with GANs and Autoencoders. The curriculum covers essential topics such as perceptrons, activation functions, forward and backpropagation, loss functions, optimization algorithms, and model evaluation. Students also work with datasets from domains like finance, healthcare, e-commerce, and autonomous systems. Real-world projects include image classification, object detection, speech recognition, recommendation systems, and real-time face mask detection using convolutional networks. These help learners build job-ready portfolios.

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Course Highlights and Why Deep Learning in Chennai at DLK?

Syllabus

  • What is deep learning and how it differs from traditional ML
  • Neural network structure and learning processes
  • Applications in real-world domains (vision, NLP, automation)
  • NumPy, Pandas, and Matplotlib basics
  • Introduction to TensorFlow and Keras
  • Working with arrays, tensors, and data generators
  • Activation functions (ReLU, Sigmoid, Softmax)
  • Loss functions and optimizers (SGD, Adam)
  • Training, validation, and testing strategies
  • Image classification and object detection
  • CNN architecture: filters, pooling, and padding
  • Applications in medical imaging, security, and surveillance
  • Working with sequential data
  • Text generation and speech recognition
  • Use cases in finance, stock prediction, and language modeling
  • Generator vs discriminator concepts
  • Image generation and style transfer
  • Advanced deep generative models
  • Overfitting and underfitting prevention
  • Dropout, early stopping, batch normalization
  • Hyperparameter tuning and grid search
  • Exporting models for web or mobile use
  • Deploying on cloud platforms or Docker containers
  • REST API integration using Flask or FastAPI
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Deep Learning Certification Training in Chennai

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