HowToSD.com @HowToSD

Creator of Cremage (https://t.co/YRJfys0RX2) and the owner of a Stable Diffusion learning website: https://t.co/CeRX41cIKM Joined December 2023

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HowToSD.com @HowToSD

6 months ago

Added custom implementation of Multi-head attention and the wrapper node : github.com/HowToSD/ComfyU… #pytorch #MachineLearning #ai

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Now ComfyUI-Pt-Wrapper supports fine-tuning Hugging Face pretrained models for text classification. Supported models are: * bert-base-uncased * roberta-base * distilbert-base-uncased * albert-base-v2 #MachineLearning #pytorch #ArtificialIntelligence #datascience #ml #ai

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HowToSD.com @HowToSD

6 months ago

I asked ChatGPT to generate a comic. #machinelearning #artificialintelligence #joke #funny #pytorch #chatgpt #comic #ai #statistics #datascience #llm

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HowToSD.com @HowToSD

6 months ago

Want to learn PyTorch but don't know how to code? Check out ComfyUI-Pt-Extension! If you're familiar with ComfyUI, you can train a custom model visually and learn PyTorch — no coding required. #machinelearning #pytorch #ai #learnmachinelearning

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HowToSD.com @HowToSD

6 months ago

I just added Transformer-related nodes to ComfyUI-Pt-Wrapper. You can use these nodes to learn Transformer. #PyTorch #MachineLearning #LearnMachineLearning #ai

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HowToSD.com @HowToSD

6 months ago

Just added LSTM support to ComfyUI-Pt-Wrapper. If you check accuracy for IMDB movie review test set using an example workflow, you should get around 87%. #pytorch #machinelearning

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HowToSD.com @HowToSD

6 months ago

Kicked off training for LSTM wrapper for ComfyUI Pt Wrapper. Hopefully, I can release it tomorrow.

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HowToSD.com @HowToSD

6 months ago

And now you understand why adding many zero-paddings at the end can mess up the RNN model's performance. The signal gets weaker and weaker toward the end of the sequence because of those zeros in the padding.

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HowToSD.com @HowToSD

6 months ago

If you're confused about what an RNN is, think of it as a glorified exponential moving average (EMA). You apply a coefficient to the historical trend and (1 - coefficient) to the current input. At its core, an RNN does something very similar. #machinelearning

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HowToSD.com @HowToSD

6 months ago

I added GRU support to ComfyUI-Pt-Wrapper. Check out new example workflow at examples/workflows/gru_classification.json which achieves approximately 87% validation accuracy for IMDB sentiment classification. #machinelearning #PyTorch

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HowToSD.com @HowToSD

6 months ago

I've just added support for RNN training in ComfyUI through my ComfyUI-Pt-Wrapper extension. Below shows a workflow for training on the IMDb dataset. Val accuracy reaches around 83%, solid for a plain vanilla RNN using the HF version of the dataset. #pytorch #machinelearning

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HowToSD.com @HowToSD

6 months ago

In ComfyUI Pt Wrapper, added Pt Train Model node to specify a loss func for training & many loss nodes: Ptn BCE Loss Ptn BCE With Logits Loss Ptn Cross Entropy Loss Ptn Huber Loss Ptn KL Div Loss Ptn L1 Loss Ptn MSE Loss Ptn NLL Loss Ptn Smooth L1 Loss #PyTorch #MachineLearning

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HowToSD.com @HowToSD

6 months ago

Updated ComfyUI Data Analysis to add Seaborn wrapper nodes to directly generate a plot or a chart from PyTorch tensors: * SNS Bar Chart Pt * SNS Histogram Pt * SNS Line Plot * SNS Scatter Pt This mitigates the need to convert them to Pandas DataFrame first. #PyTorch #ComfyUI

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HowToSD.com @HowToSD

6 months ago

I added PyTorch probability distribution class wrapper nodes to ComfyUI Pt Wrapper (e.g. Beta, Gamma, Student's T). If you use ComfyUI and are interested in using distribution, check it out! github.com/HowToSD/ComfyU… #pytorch #statistics #MachineLearning #comfyui #ai #datascience