My Journey into AI/ML

My Journey into Artificial Intelligence and Machine Learning

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Arman Chaudhary
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2 min read

Hi, I am Arman Chaudhary, a student pursuing a B.Tech in Computer Science Engineering in India. I am currently in my second year of college. I began my AI/ML journey at the end of July 2024. Since then, I have been reading from multiple sources and different books, but now I am ready to dive into big projects. Currently, I have created some small projects by following tutorials on YouTube, and I am not satisfied with that.

Here are some of the Courses and books i have read :

  • Machine Learning A-Z: AI, Python & R + ChatGPT Prize [2024]

  • Hands On Machine Learning with Scikit-Learn, Keras & TensorFlow By- Aurélien Géron

Here are some of the Projects I have made :

  • YouTube Comments Analysis (using LangChain)
    A project that leverages LangChain to analyze YouTube video comments, extracting insights like sentiment, trends, or user opinions using advanced natural language processing.

  • GPT from Scratch
    Built a basic version of a Generative Pretrained Transformer (GPT) model from the ground up, focusing on understanding the architecture and implementing key components like tokenization, embeddings, and transformer layers.

  • Deepfake Detection
    Developed a system to identify and flag deepfake media using machine learning techniques, aiming to enhance authenticity verification and combat misinformation.

  • Fine-tuned LLaMA 8B for Algebra
    Customized the LLaMA 8B model for algebra problem-solving, achieving precise mathematical reasoning and generating step-by-step solutions for queries.

  • ResNet from Scratch
    Implemented the ResNet architecture from the basics, demonstrating mastery over convolutional neural networks and achieving high accuracy in image classification tasks.

Lessons Learned

After some research i found that doing all these projects is not enough and i myself haven’t learned how to make projects all by myself. So these are the key learning i learned in the previous 6 months:

  • Copying from Youtube is not learning.

  • If you are using a tool dig in and read the documentation on how that tool works.

  • Do not hurry to a new project.

  • Always deploy your project.

  • Write a blog about your project.

  • Explore Kaggle more.

Future Goals

I will improve myself in the next 6 months and build some cool projects and blog about it here 😊. The community response means to me alot. In end of six months i shall :

  • Be a Master in Kaggle

  • Built 5-7 cool projects

  • Solve 500+ leetcode problems (it is necessary)

  • Make my portfolio website better

  • Win some Kaggle competition

Connect with Me

Feel free to connect with me on my social media platforms:

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