Gen
101
About Myself
- Software Engineer at
- Backend Developer - IBM watsonx
- Previously - Kerala Police, Katha Ads
- CEC 19 - 23
+91 79022 93783
aromalsanthosh.com
aromalsanthosh
aromalhere
Aromal S
Gen
101
AI & ML
Types Of ML Models
Deep Learning
Deep learning uses Artificial Neural Networks - allowing them to process more complex patterns than traditional machine learning.
Gen AI
Gen AI is a subset of deep learning, which means it uses artificial neural networks, can process both labeled and unlabeled data using supervised, unsupervised, and semi-supervised methods.
Gen AI is not a new concept
So what happened recently? What's all the fuss about ?
How can I use this ?
How do we get here ?
- How did technology evolve from tools designed for one specific task, like Google Translate, to multifunctional AI like ChatGPT?
- What is the fundamental technology that powers ChatGPT, and does it come with any dangers?
- What does the future hold with the advancement of AI technologies like ChatGPT, and are there reasons for concern?
Language Modelling
Language Modelling
How do you build a language model?
Step 1: Collect a very large corpus:
- Wikipedia Books, StackOverflow
- Quora, Public Social media,
- Github, Reddit
Step 2: Ask LM to predict the next word in a sentence:
- randomly truncate last part of input sentence
- calculates probabilities of missing words
- adjust and feed back to the model to match the ground truth
Step 3: Repeat over the whole corpus.
Neural Network Language Models
Classical Supervised & Unsupervised Learning
GenAI Supervised, Semi-Supervised and Unsupervised Learning
Types Of Gen AI Based On Data
Types Of Gen AI Based On Data
TRANSFORMERS
TRANSFORMERS
TOKENS
Hallucinations
Exploiting Pre-trained model
Exploiting Pre-trained model
How good can a language model become ?
The bigger the better!
Since 2018, we witnessed an extreme increase in model sizes
Governing AI
Governing AI
Governing AI
Governing AI
Environmental Impact
Prompt Engineering
Prompt engineering is an emerging field that focuses on developing, designing, and optimizing prompts to enhance the output of LLMs for your needs. It gives you a way to guide the model's behavior to the outcomes you want to achieve.
getimg.ai
https://ideogram.ai/
elevenlabs.io
https://micmonster.com/
https://models.ai4bharat.org/
AI Tools For Enhancing
Day To Day Productivity
Tome is an AI tool for quickly creating professional presentations and documents.
ChatPDF is a fast and free tool that allows users to chat with any PDF document without needing to sign in, enabling interactions with a wide range of documents such as books, research papers etc
GitHub Copilot is an AI pair programmer that helps users write code faster and smarter by providing autocomplete-style suggestions based on the context of the code being written
Quizlet has incorporated AI features to help students study more effectively. It offers AI-driven study sets and learning modes to enhance memorization and understanding of course material.
An AI content platform that helps students write essays, reports, and create content for projects
LeiaPix is a platform that enables the creation of stunning 3D animations from 2D images, allowing users to upload photos, adjust depth, and share their creations with the world. It also offers cloud services and APIs for 3D image conversion, detection, and analysis
An AI-based writing assistant that helps improve writing quality by checking for grammar errors, enhancing vocabulary, and suggesting style improvements. It's beneficial for writing essays, research papers, and any written assignments.
Synthesia is the leading AI video creation platform, enabling the generation of studio-quality videos with AI avatars and voiceovers in over 120 languages, streamlining video production without the need for cameras or studios
Adobe Enhanced Speech is an AI software tool by Adobe designed to significantly improve the quality of recorded speech, converting it to a studio-grade level, regardless of the original recording's clarity
InVideo.io is a platform that enables users to generate AI videos from text instantly, streamlining the video creation process by generating scripts, adding video clips, subtitles, background music, and transitions with an intuitive editor, allowing users to create videos at scale without any learning curve
Perplexity AI is a conversational search engine marketed as an "answer engine" that answers queries using natural language predictive text, generating answers from web sources and citing links within the text response, based on OpenAI's GPT-3.5 model combined with standalone large language models
Magic Eraser AI is a tool designed to remove unwanted objects, people, or imperfections from photos with precision, offering users the ability to clean up their images effortlessly and improve the visual quality of their photos
LumaLabs.ai is focused on building visual AI to enhance human imagination and capabilities, featuring tools like Genie for creating text-to-3D interactive scenes and offering capabilities for capturing and sharing detailed 3D models and scenes
Suno AI is an innovative AI music generator that creates custom songs based on text prompts, aiming to democratize music creation for everyone from aspiring songwriters to those interested in unique musical compositions, facilitated by its AI models Bark and Chirp
Waveformer is an open-source web application developed by Replicate, utilizing MusicGen to generate music from text, offering a platform for users to create music by simply inputting natural language descriptions
+91 79022 93783
aromalsanthosh.com
aromalsanthosh
aromalhere
Aromal S
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