Deep Learning with Pytorch

Instructor: Alfredo Canziani

Link

#deeplearning #artificialintelligence #course

@pythonicAi

New banger from OpenAI – DALL·E (Dalí + WALL·E).

It generates images from text captions and it's amazing!

حالا میتونین مقالات علمی‌ای داشته باشین که متنش با مدل gpt-3 تولید شده و پلات‌هاش با dall-E رسم شده باشه :)

Link

#deeplearning #artificialintelligence #openai

@pythonicAi

​​MPG: A Multi-ingredient Pizza Image Generator with Conditional StyleGANs

Link

#deeplearning #artificialintelligence #gan

@pythonicAi

StyleGANv2 to manipulate distinct face regions

Paper

Code

#deeplearning #artificialintelligence #gan

@pythonicAi

Adversarial Latent Autoencoders (ALAE) not only generate 1024x1024 images with StyleGAN’s quality but also allow to manipulate real-world images in a feed-forward manner.

Paper

Code

#deeplearning #artificialintelligence #gan

@pythonicAi

500 AI, Machine learning, Deep learning, Computer vision, and NLP Projects with code

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#machinelearning #deeplearning #artificialintelligence #project

@pythonicAi

MaskedFace-Net -- A Dataset of Correctly/Incorrectly Masked Face Images in the Context of COVID-19

By: Adnane Cabani, Karim Hammoudi, Halim Benhabiles, and Mahmoud Melkemi

Link

#dataset #machinelearning #deeplearning #artificialintelligence

@pythonicAi

https://github.com/soroushhashemifar/Multi-Layered-Perceptron

https://github.com/mnielsen/neural-networks-and-deep-learning

پیاده سازی شبکه عصبی و یادگیری عمیق از پایه و بدون استفاده از کتابخانه های سطح بالا

#deeplearning #machinelearning #artificialintelligence

@pythonicAi

Audio Deep Learning Made Simple: Automatic Speech Recognition (ASR), How it Works


Speech-to-Text algorithm and architecture, including Mel Spectrograms, MFCCs, CTC Loss and Decoder, in Plain English

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#machinelearning #deeplearning #speechrecognition #ctcloss

@pythonicAi

Online Berkeley Deep Learning Lectures 2021

University of Berkeley released its fresh course lectures online for everyone to watch. Welcome Berkeley CS182/282 Deep Learnings - 2021!

Link

#machinelearning #deeplearning #course #mooc #berkeley

@pythonicAi

The key idea behind the Convolutional Neural Nets:

The ability of learning networks can be greatly enhanced by providing constraints from the task domain.

Link

#deeplearning #convolution #neuralnetwork #machinelearning #article

@pythonicAi

Textless NLP: Generating expressive speech from raw audio

Generative Spoken Language Model (GSLM), the first high-performance NLP model that leverages recent breakthroughs in representation learning, allowing it to work directly from only raw audio signals, without any labels or text.

Link

#deeplearning #nlp #selfsupervised #facebook

@pythonicAi

​​SwinIR: Image Restoration Using Swin Transformer

Image restoration is a long-standing low-level vision problem that aims to restore high-quality images from low-quality images (e.g., downscaled, noisy, and compressed images). While state-of-the-art image restoration methods are based on convolutional neural networks, few attempts have been made with Transformers, which show impressive performance on high-level vision tasks.

The authors use a model SwinIR based on the Swin Transformers. Experimental results demonstrate that SwinIR outperforms state-of-the-art methods on different tasks (image super-resolution, image denoising, and JPEG compression artifact reduction) by up to 0.14~0.45dB, while the total number of parameters can be reduced by up to 67%.

Paper

Code

detailed overview

#deeplearning #transformer #computervision

@pythonicAi

​​Summarizing Books with Human Feedback

OpenAI fine-tuned GPT3 to summarize books well enough to be human-readable. Main approach: recursively split text into parts and then meta-summarize summaries.

This is really important because once there will be a great summarization SOTA we won't need editors to write posts for you. And researchers ultimatively will have some asisstance interpreting models' results.

Read more
ArXiV

#deeplearning #nlp #gpt #transformer

@pythonicAi

اگه خواستین از ChatGPT استفاده کنین ولی بخاطر تحریم و... نتونستین، یه راه حل ساده وجود داره براش:

۱. وارد سایت shecan.ir بشین و طبق راهنمای سایت DNS کانکشنتونو تنظیم کنین. شکن دو ادرس DNS واسه دور زدن تحریم داره که باعث میشه با سرعت بالا و بدون قطعی و دردسر بتونین وبسایتایی که مارو تحریم کردن باز کنین.
تنها نکتش اینه که اگه DNS درست تنظیم کرده باشین وقتی وبسایتشو رفرش کنین، گوشه پایین سمت چپ وبسایت یه پیغام موفقیت نشون میده.

۲. از یکی از وبسایتهای فروش شماره مجازی یه شماره مجازی بخرین. میتونین از کشورایی مثل اندونزی بخرین که قیمت کمی داره شماره هاش.

۳. بدون دردسر وارد chat.openai.com بشین و ازش لذت ببرین :)

#chatgpt #LLM #deeplearning

@pythonicAi

Starting now, Bard can help with programming and software development tasks, including code generation, debugging and code explanation. We’re launching these capabilities in more than 20 programming languages including C++, Go, Java, Javascript, Python and Typescript. And you can easily export Python code to Google Colab — no copy and paste required. Bard can also assist with writing functions for Google Sheets.

Link

#google #bard #LLM #deeplearning

@pythonicAi