Articles for category: AI Tools

March 30, 2025

ikayaniaamirshahzad@gmail.com

5 Awesome Nextcloud Alternatives – DEV Community

If you’ve been using Nextcloud, you might be reconsidering your options. Perhaps Nextcloud is resource-intensive for your infrastructure, or maybe you’d prefer a simpler solution that matches your specific needs. Thankfully, multiple self-hosted solutions exist, providing various features ranging from strong security to user-friendly interfaces. Let’s explore five solid alternatives you can consider. 1. ownCloud ownCloud was the platform Nextcloud originally forked from. ownCloud remains a reliable solution for self-hosted file syncing, sharing, and collaboration. It offers a simple approach to managing data securely on your own servers. Deployment Options: Self-hosted on your hardware or through cloud providers. Security Features:

March 30, 2025

ikayaniaamirshahzad@gmail.com

Fine-tune Llama 2 with DPO

Reinforcement Learning from Human Feedback (RLHF) has become the de facto last training step of LLMs such as GPT-4 or Claude to ensure that the language model’s outputs are aligned with human expectations such as chattiness or safety features. However, it brings some of the complexity of RL into NLP: we need to build a good reward function, train the model to estimate the value of a state, and at the same time be careful not to strive too far from the original model and produce gibberish instead of sensible text. Such a process is quite involved requiring a number

March 30, 2025

ikayaniaamirshahzad@gmail.com

🌟 Why Web3 Is More Than Just Crypto: A Developer’s Guide 🚀

Welcome, developers! 👨‍💻👩‍💻 If you’ve been hearing buzzwords like “Web3,” “blockchain,” and “decentralization” everywhere, but you’re still scratching your head wondering what it all means beyond cryptocurrency 💰, then this guide is for YOU. In this epic post, we’ll dive deep into the world of Web3, explore its vast potential beyond crypto, and equip you with the knowledge to become a Web3 wizard ✨. Let’s get started! 🎉 📜 What Exactly Is Web3? Before we jump into why Web3 is more than just crypto, let’s first define what Web3 actually is. Web3 (short for “Web 3.0”) represents the next evolution

March 30, 2025

ikayaniaamirshahzad@gmail.com

2019_10_01_EL_spaCy – Speaker Deck

Sofie Van Landeghem http://www.oxykodit.com 2 spaCy ➢ Focus on production usage ➢ Speed & efficiency ➢ Python + Cython ➢ Comparison to other NLP libraries: https://spacy.io/usage/facts-figures ➢ Open source (MIT license): https://github.com/explosion/spaCy/ ➢ Created by Explosion AI (Ines Montani & Matthew Honnibal) ➢ Tokenization (50 languages), lemmatization, POS tagging, dependency parsing ➢ NER, text classification, rule-based matching (API + one implementation) ➢ Word vectors, BERT-style pre-training ➢ Statistical models in 10 languages (v. 2.2): DE, EN, EL, ES, FR, IT, LT, NL, NB, PT ➢ One multi-lingual NER model containing DE, EN, ES, FR, IT, PT, RU Source link

March 30, 2025

ikayaniaamirshahzad@gmail.com

Optimizing Bark using 🤗 Transformers

🤗 Transformers provides many of the latest state-of-the-art (SoTA) models across domains and tasks. To get the best performance from these models, they need to be optimized for inference speed and memory usage. The 🤗 Hugging Face ecosystem offers precisely such ready & easy to use optimization tools that can be applied across the board to all the models in the library. This makes it easy to reduce memory footprint and improve inference with just a few extra lines of code. In this hands-on tutorial, I’ll demonstrate how you can optimize Bark, a Text-To-Speech (TTS) model supported by 🤗 Transformers,

March 30, 2025

ikayaniaamirshahzad@gmail.com

Visualizing Role Field Access in GraphQL: Generating and Auditing RBAC Matrix

When debugging or auditing GraphQL APIs — especially in Hasura — the key question is often: “Which roles can access which fields on which types?” Answering this by hand is slow, error-prone, and unscalable. This guide shows how to auto-generate a Role × Field access matrix, export it as CSV/HTML, and visualize it interactively. 1. Objective: Matrix Output Example table: Role Table Field SELECT INSERT UPDATE DELETE user users id ✅ ❌ ❌ ❌ user users email ✅ ❌ ✅ ❌ public posts title ✅ ✅ ❌ ❌ admin users password_hash ✅ ✅ ✅ ✅ 2. Data Source: Hasura Metadata

March 30, 2025

ikayaniaamirshahzad@gmail.com

Introducing spaCy v2.2 · Explosion

Version 2.2 of the spaCy Natural Language Processing library is leaner, cleaner and even more user-friendly. In addition to new model packages and features for training, evaluation and serialization, we’ve made lots of bug fixes, improved debugging and error handling, and greatly reduced the size of the library on disk. While we’re grateful to the whole spaCy community for their patches and support, Explosion has been lucky to welcome two new team members who deserve special credit for the recent rapid improvements: Sofie Van Landeghem and Adriane Boyd have been working on spaCy full-time. This brings the core team up

March 30, 2025

ikayaniaamirshahzad@gmail.com

Deploying Hugging Face Models with BentoML: DeepFloyd IF in Action

Hugging Face provides a Hub platform that allows you to upload, share, and deploy your models with ease. It saves developers the time and computational resources required to train models from scratch. However, deploying models in a real-world production environment or in a cloud-native way can still present challenges. This is where BentoML comes into the picture. BentoML is an open-source platform for machine learning model serving and deployment. It is a unified framework for building, shipping, and scaling production-ready AI applications incorporating traditional, pre-trained, and generative models as well as Large Language Models. Here is how you use the

March 30, 2025

ikayaniaamirshahzad@gmail.com

AltSchool Of Engineering Tinyuka’24 Month 2 Week 1

We kicked off this week with revision from the last class; Understanding semantic HTML and the importance of prioritizing meaning over appearance, HTML Elements for structuring content, HTML Attribute, HTML Tables and a lot more. You can check it out here Overview of HTML Forms The element in HTML serves as a document landmark that encapsulates interactive controls for gathering and submitting user information. Inside a , you can include various interactive (and non-interactive) elements to create a complete form. Form Creation Forms are initiated using the tag, which contains several interactive controls designed for data submission. Key attributes of