4. Backpropagation: This is where the magic happens. Fundamentally, you are calculating how much each parameter (weight or bias of each node) in the network contributed to the loss or error from step 2. 4/10
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Neural Network Initialization and Feedforward Pass Basics
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1. Initialize the neural network: Create a neural network and initialize it with random weights and biases. 2. Feedforward pass: NN predicts an outcome based on input. For example: does the input image have a cat? 2/10
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Backpropagation and Gradient Descent: Deep Learning Mathematics Explained
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Backpropagation and Gradient Descent – The dynamic duo of deep learning Ever wondered about the mathematics behind NN training? Here is a simplified way to understand the process: 1/10
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NeurIPS 2023 LLM Efficiency Challenge Starter Guide Released
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The NeurIPS 2023 LLM Efficiency Challenge is a super exciting opportunity for developing & benchmarking new research directions for param-efficient LLMs. If you are looking for something to tinker with this weekend, I just put together a Starter Guide: https://
lightning.ai/pages/communit
y/tutorial/neurips2023-llm-efficiency-guide/
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IoU Loss Functions for Object Detection Optimization
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Check out our read as we dive deep into object detection with AI: from the significance of optimization to the nuances of IoU loss functions.https://t.co/egztROYZqo#AI #DeepLearning #ObjectDetection #opencv #learnopencv pic.twitter.com/AZvggp1zio
— Satya Mallick (@LearnOpenCV) 11 août 2023Check out our read as we dive deep into object detection with AI: from the significance of optimization to the nuances of IoU loss functions. https://
learnopencv.com/iou-loss-funct
ions-object-detection/
… #AI #DeepLearning #ObjectDetection #opencv #learnopencv -
Weaviate Streamlit connector enables vector database integration
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Check out the new @weaviate_io connector to link your weaviate databases to @streamlit in less than 5 lines of code!
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MATLAB TensorFlow Integration in Jupyter Notebooks
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MATLAB + TensorFlow in Your Jupyter Notebook! Switch between MATLAB and Python code with just a kernel switch! http://
spr.ly/6010Pgb7r #DeepLearning #MATLAB #TensorFlow #Jupyter #Python -
Python Dominates AI Development: 300K Projects on Replit
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AI Devs love Python – 50% of 300K public AI projects on Replit
– 32M forks of Replit’s main Python template
– 3.7M forks of the Python with Turtle template
– 168K Devs taking 100 Days of Python https://
x.com/Replit/status/
1679898663831879680
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Evaluating Question-Answering Applications: A Practical Cookbook
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Everyone's building question/answering applications, but evaluating them is pretty tricky We're trying to make this easier. This cookbook shows how to evaluate the final answers (end-to-end app). We'll add one more focused on just retrieval shortly. What else would be helpful?
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LangSmith Enables LLM App Debugging Without LangChain
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Woah! With LangSmith, you can now debug, test, evaluate, and monitor your #LLM apps, even if you aren't using @langchain
! Great new guide with @streamlit baked in!