Tuesday, April 30, 2024

Phi-3 mini model released under MIT

Phi-3 mini model released under MIT! 🚀 Last Week Llama 3, this week Phi-3 🤯 Microsoft Phi-3 comes in 3 different sizes: mini (3.8B), small (7B) & medium (14B). Phi-3-mini was released , claiming to match Llama 3 8B performance! 🚀

  1. What is Phi-3 Mini?

    • Phi-3 Mini is a lightweight language model with 3.8 billion parameters.
    • It belongs to the Phi-3 family and comes in two variants: 4K and 128K context lengths.
  2. Training and Fine-Tuning:

    • Trained on a massive 3.3 trillion tokens.
    • Fine-tuned using supervised fine-tuning (SFT) and direct preference optimization (DPO).
  3. Performance Metrics:

    • Achieves impressive performance:
      • 68.8% on MMLU (common sense, language understanding, mathematics, coding, etc.)
      • 8.38 on MT Bench (long-term context and logical reasoning).
    • Outperforms models like Mistral 7B and Llama 3 8B Instruct.
  4. Availability and Platforms:

    • Available on Hugging Face and in Hugging Chat.
    • Runs on Android and iPhones.
  5. Use Cases:

    • Ideal for memory/compute-constrained environments.
    • Strong reasoning capabilities (especially for code, math, and logic).
  6. Limitations:

    • No base model released.
    • English-only intent use (no multilingual support).
    • Lack of details on dataset mix and data/benchmark contamination





Saturday, April 20, 2024

Domain specific AI Tools | AI hub



AI ChatBot (e.g., Llama 3, Claude): AI ChatBots like Llama 3 and Claude are revolutionizing customer service. They start by understanding user needs, then simulate conversations, and are deployed on various platforms. Continuous improvement is key, as they learn from interactions to provide better service.

Image Editing (e.g., Freepik): Freepik simplifies graphic design with a vast library of images and templates. Users search and customize graphics to suit their needs, enhancing their projects with high-quality visual content, all without needing advanced design skills.

Data Visualization (e.g., Wand, Tableau): Tools like Wand and Tableau transform raw data into compelling visual stories. They begin by importing data, which is then analyzed and organized into charts and graphs, making complex information accessible and understandable.

Sales Analytics (e.g., Gong, Avoma): Gong and Avoma are AI-driven platforms that enhance sales strategies. They record sales interactions, analyze them for insights, and provide actionable feedback to optimize customer engagement and improve sales outcomes.

Marketing Automation (e.g., Jasper): Jasper automates marketing tasks, from content creation to data analysis. It processes user inputs to generate marketing materials, which users can then review and refine, ensuring that marketing efforts are both efficient and effective.

Coding Assistance (e.g., GitHub Copilot): GitHub Copilot is an AI-powered coding companion. It suggests code snippets based on the developer’s context, helping to speed up the coding process, reduce bugs, and improve overall productivity.

Educational Tools (e.g., Jenni): Jenni offers personalized learning experiences using AI. It adapts to individual learning styles, providing interactive modules that enhance engagement and comprehension, leading to better academic performance.

These AI tools showcase the versatility of artificial intelligence, providing solutions that enhance efficiency and creativity across various domains.

AI Hub

Jupyter Notebooks vs Google Colab

 


  1. Jupyter Notebooks:

    • What It Is: Jupyter Notebooks is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations, and narrative text.
    • Local Setup: It runs on your own computer. You need to install Python and any libraries you want to use.
    • Usage: It’s great for experimenting with code and data analysis in Python.
  2. Google Colab:

    • What It Is: Google Colab, or “Colaboratory”, is a free service from Google Research.
    • Cloud-Based: It operates on Google’s cloud servers, which means you can access it from anywhere with an internet connection.
    • No Setup Needed: It comes with most of the Python libraries you’ll need pre-installed.
    • GPU Support: It provides free access to GPUs (Graphics Processing Units) which can speed up certain types of computations.
    • Collaboration: You can easily share your Colab notebooks and collaborate with others in real time.
    • Integration with Google Drive: It integrates with Google Drive, making it easy to save your work and access files.

For a Novice to Python:

  • Python: It’s a programming language that’s known for its readability and versatility.
  • Libraries: These are collections of pre-written code that you can use to add functionality to your Python programs without having to write the code yourself.

Starting with Jupyter Notebooks:

  1. Install Python: Download and install Python from the official website.
  2. Install Jupyter: Use pip, Python’s package manager, to install Jupyter by running pip install jupyter in your command line.
  3. Launch Jupyter: Run jupyter notebook in your command line to start Jupyter and use it in your web browser.

Starting with Google Colab:

  1. Google Account: Make sure you have a Google account.
  2. Access Colab: Go to the Google Colab website and log in with your Google account.
  3. Create a New Notebook: Click on ‘New Notebook’ to start coding in Python right away.

Both environments are excellent for learning and doing data science with Python. They allow you to write and run Python code, see the results, and explain what you did in a document-like format.

AI Image creation

The AI image creation tool by Freepik is an innovative platform that allows users to generate images from text descriptions using artificial intelligence. Here’s a brief overview of how it works and its features:

Real-Time Generation: The tool can create images in real time based on the prompts you provide. This means you can see the results almost immediately after entering your description1.

Simple Prompts: You don’t need to write long or complex prompts. The tool is designed to work with straightforward terms, and you can use preset styles, colors, and camera angles to guide the image generation process1.

High-End Textures and Realism: The AI is capable of generating images with high-quality textures and realistic details, including accurate skin tones1.

Permutation Prompts: You can generate multiple variations of images by using permutation prompts. For example, by writing “A (woman|man) standing in a (park|beach),” the AI will create images for every possible combination of these options1.

Photorealistic Pictures: There’s a ‘photo’ style option within the generator that allows you to create images that are so detailed and realistic, they can be hard to distinguish from actual photographs1.

User-Friendly Interface: Freepik’s AI image generator is designed to be easy to use, with an interface that guides you through the creation process without the need for external platforms2.

Versatility: The tool can be used for a variety of purposes, whether you need an image for personal use or professional projects. It offers flexibility in terms of editing and modifying the generated images2.

Freepik’s AI image generator is part of a suite of AI tools that aim to enhance creativity and productivity, making it easier for users to bring their ideas to life2.


AI image creation tool 


Example prompt: Elephent in front of taj mahal



Linux directory structure

 


Meet Your New Assistant: Meta AI, Built With Llama 3

 

Takeaways

  • A better assistant: Thanks to our latest advances with Meta Llama 3, we believe Meta AI is now the most intelligent AI assistant you can use for free – and it’s available in more countries across our apps to help you plan dinner based on what’s in your fridge, study for your test and so much more.
  • More info: You can use Meta AI in feed, chats, search and more across our apps to get things done and access real-time information, without having to leave the app you’re using. 


  • Faster images: Meta AI’s image generation is now faster, producing images as you type, so you can create album artwork for your band, decor inspiration for your apartment, animated custom GIFs and more.

Top 10 Non Coding IT Jobs And 10 Highest Paying Jobs In 2024 | No Coding IT Jobs 2024 | Simplilearn



✅ IT Project Manager
As an IT Project Manager, you'll find yourself overseeing teams, budgets, and timelines. Your ability to juggle multiple tasks and keep everyone on the same page will be your greatest asset.


✅ Business Analyst
Business Analysts are like the detectives of the IT world. They investigate processes, identify inefficiencies, and recommend solutions to improve business operations. 


✅ Cybersecurity Analyst
In this role, you'll monitor networks, identify vulnerabilities, and implement security measures to safeguard sensitive data. It's a high-stakes job that doesn't require coding but demands a keen eye for detail.


✅ Data Analyst
Data Analysts collect, clean, and analyze data to help organizations make data-driven decisions. Your ability to spot trends, create visualizations, and communicate your findings will be your superpowers in this role. 

✅ User Experience (UX) Designer
UX Designers put themselves in the shoes of users to create intuitive and enjoyable digital experiences. You'll be responsible for wireframing, prototyping, and conducting user research. 

AI's Impact on the IT Industry 2026