SigmaML: Deep Learning, Computer Vision and NLP

SigmaML is our 12-week program on Deep Learning, Computer Vision, and Natural Language Processing with our usual experiential format spin on it!

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Live & Recorded Videos
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Session Notes & Resources
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Industry & Academic Interactions
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Mentorship & Query Resolution
SigmaML: Deep Learning, Computer Vision and NLP
Abbhinav Venkat
Founder and CEO, 123 of AI



About the Course

Are you ready to take your Machine Learning Knowledge to the next level? 
Do you want to upskill on the latest from Computer Vision, NLP, and Deep Learning?
Join our highly gamified 12 week experiential learning program!

What are you going to learn?

  • Tools and Libraries for Deep Learning - Tensorflow/Pytorch
  • Fundamentals of Deep Learning - Back Prop
  • Deep Learning Models: MLP, CNN, RNN/LSTM, Auto-encoders GANs, Transformers
  • Intro to Computer Vision & Natural Language Processing
  • Practical Issues & How to Address - Regularisations, Vanishing Gradient, Batch Norm, etc.
  • Industy-grade Project!

Avail Special Bonuses Worth Rs. 1,50,000/- when signing up: 

  • Reading Room: Research Paper Discussions - How to read papers, perform literature survey, and discussions on top papers in the field
  • ML System Design: How to you design and deploy a real world ML system?
  • Laboratory: Playing with existing state of the art code
  • LLMs and Langchain: What's cooking in the LLM space?
  • LinkedIn Branding & Optimization: How do you build your ML brand?
  • Guest Talks from Industry and Academic Experts !

Course Content

  • Tensorflow
  • Refresher on ML Fundamentals
  • Perceptron, MLP, Back-propogation
  • Practical Considerations - Batch Norm, Vanishing Gradient, Gradient Clipping
  • Convolutional Neural Networks
  • Optimization Algos: Adam, RMSProp, Nesterov
  • Practical Considerations - Regularisation, Dropout, Glorot Initialisation
  • Special Techniques - Transfer Learning, Siamese Architecture, Fine-tuning
  • Loss Functions
  • Auto-encoders
  • Generative Models: GANs, Attention, Diffusion Models
  • Intro to Computer Vision
  • Into to NLP & Transformers
  • IT'S PROJECT TIME!

Reviews

SigmaML: Deep Learning, Computer Vision and NLP
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SigmaML: Deep Learning, Computer Vision and NLP
Stars Icon - Academy Webflow Template

SigmaML: Deep Learning, Computer Vision and NLP
Stars Icon - Academy Webflow Template

SigmaML: Deep Learning, Computer Vision and NLP
Stars Icon - Academy Webflow Template

SigmaML: Deep Learning, Computer Vision and NLP
Stars Icon - Academy Webflow Template