A Joyful AI Research Journey🌳😊

ChatGPT, OpenAIHelsinki-NLP (OPUS-MT):Pros:Lightweight: Generally smaller models, making them easier to deploy with lower computational resources.Accessibility: Open-source and widely accessible with many pre-trained models available.Specialized: Many models are specialized for specific language pairs, providing good performance for those tasks.Cons:Performance: May not perform as well on comple..

https://huggingface.co/facebook/mbart-large-50-many-to-many-mmt facebook/mbart-large-50-many-to-many-mmt · Hugging FacemBART-50 many to many multilingual machine translation This model is a fine-tuned checkpoint of mBART-large-50. mbart-large-50-many-to-many-mmt is fine-tuned for multilingual machine translation. It was introduced in Multilingual Translation with Extensiblhuggingface.cohttps://h..

https://medium.com/@sandyeep70/demystifying-text-summarization-with-deep-learning-ce08d99eda97 Text Summarization with BART ModelIntroductionmedium.comdef text_summarizer_from_pdf(pdf_path): pdf_text = extract_text_from_pdf(pdf_path) model_name = "facebook/bart-large-cnn" model = BartForConditionalGeneration.from_pretrained(model_name) tokenizer = BartTokenizer.from_pretrained(model_..

Yes, when you type pip freeze > requirements.txt in VSCode's terminal, it will automatically create a requirements.txt file. This file will include a list of all the Python packages currently installed in your environment, along with their versions. This allows you to easily document the dependencies for your project.

The data privacy mechanisms discussed are closely related to AI, particularly in the context of developing, deploying, and managing AI systems that handle sensitive or personal data. Here's how these concepts are connected to AI:1. Data EncryptionRelation to AI: AI models often require access to large datasets, which might include sensitive or personal information. Encrypting this data ensures t..

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Go-mez, Lukasz Kaiser, Illia Polosukhin, 2017, Attention Is All You Need, https://arxiv.org/abs/1706.03762 Attention Is All You NeedThe dominant sequence transduction models are based on complex recurrent or convolutional neural networks in an encoder-decoder configuration. The best performing models also connect t..

Foundation models are transforming the landscape of AI, offering both immense potential and significant challenges. In their paper On the Opportunities and Risks of Foundation Models, the authors explore the implications of these powerful models, addressing their capabilities, ethical considerations, and the future of AI research. This paper is a must-read for anyone interested in the cutting-ed..

ChatGPTIn addition to "Speech and Language Processing" by Jurafsky and Martin, here are some other fundamental and comprehensive textbooks in the field of Natural Language Processing (NLP):1. "Speech and Language Processing" by Daniel Jurafsky and James H. MartinWhy It’s Top: This book is the most comprehensive and widely used textbook in the field. It covers a broad range of NLP topics from bot..

Multiple Kernels: If you see multiple similar kernels, you may have duplicates. You can list and remove old or unused kernels by using the following commands:List kernels:jupyter kernelspec list Remove a kernel:jupyter kernelspec uninstall unwanted_kernel_name

Using Jupytext is indeed the easiest and most efficient method to convert a .py file to a .ipynb file (Jupyter Notebook format). Here’s why:Why Jupytext is the Easiest Method:Seamless Conversion: Jupytext allows you to convert .py files to .ipynb format (and vice versa) with a single command. This avoids the need for manual copy-pasting or restructuring code into cells.Bi-Directional Synchroniza..

Here’s how you can install PyTorch on your Windows 11 system using Anaconda:Step-by-Step Guide for Windows 11:Open Anaconda Prompt:Go to the Start menu, search for "Anaconda Prompt," and open it.Activate Your Conda Environment:If you’ve already created the environment python3d, activate it by typing:conda activate python3d If the environment is not created, create it with:conda create -n python3..

https://www.alignmentforum.org AI Alignment ForumA community blog devoted to technical AI alignment researchwww.alignmentforum.orghttps://www.reddit.com/r/MachineLearning/?rdt=49310 /r/learnmachinelearning , AGI -> /r/singularity" data-og-host="www.reddit.com" data-og-source-url="https://www.reddit.com/r/MachineLearning/?rdt=49310" data-og-url="https://www.reddit.com/r/MachineLearning/?rdt=49310..

https://huggingface.co/spaces/stabilityai/stable-fast-3d Stable Fast 3D - a Hugging Face Space by stabilityai huggingface.coSF3D: Stable Fast 3D Mesh Reconstruction with UV-unwrapping and Illumination DisentanglementSF3D is a state-of-the-art method for 3D mesh reconstruction from a single image. This demo allows you to upload an image and generate a 3D mesh model from it.TipsIf the image alread..

ChatGPTWhen writing a literature review for a single paper on your blog, following a clear and consistent structure will help convey your insights effectively. Here’s a suggested structure:Structure for Reviewing a Single PaperIntroductionTitle and Authors: Mention the title of the paper and the authors.Publication Details: Provide the journal name, year of publication, and any other relevant pu..

ChatGPTGetting Started with LaTeXInstall a LaTeX Distribution:For Windows: MiKTeXFor Mac: MacTeXFor Linux: TeX LiveChoose an Editor:Overleaf (online editor, great for collaboration)TeXShop (Mac)TeXworks (Windows)VS Code with LaTeX Workshop extensionLearn the Basics:There are many online resources and tutorials to help you get started with LaTeX. Websites like Overleaf have comprehensive guides.T..