A space to solve business problems with new tech.

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🤖 - ML models (probabilistic) vs. 💻 - programmed (deterministic)

• 💻 To Do App

  • Use Case: A simple app to create, track and update tasks.
  • Tools: streamlit, sqlite3

• 🤖 Predict Housing Prices

  • Use Case: Estimate house prices based on features using California Housing dataset
  • Tools: Scikit-learn, Pandas, Matplotlib

• 🤖 CIFAR-10 Image Classifier

  • Use Case: Classify small images from the CIFAR-10 dataset
  • Tools: PyTorch

• 🤖 Customer Segmentation

  • Use Case: Segment retail customers using ML model from visiting Mall Customers dataset
  • Tools: Scikit-learn, Seaborn

• 🤖 Iris Flower Classification

  • Use Case: Classify flower species in the Iris dataset
  • Tools: Scikit-learn

• 🤖 Spam Email Classifier

  • Use Case: Detect spam messages by training ML model on SMS Spam Collection dataset
  • Tools: Scikit-learn, NLTK

• 🤖 Handwritten Digit Recognition

  • Use Case: Recognize digits (0–9) from the MNIST dataset
  • Tools: PyTorch / TensorFlow

• 🤖 Movie Review Sentiment Analysis

  • Use Case: Predict positive/negative reviews based on IMDB Reviews dataset
  • Tools: PyTorch, Hugging Face

• 🤖 Stock Price Prediction

  • Use Case: Forecast stock prices using the Yahoo Finance API dataset
  • Tools: Pandas, Scikit-learn, PyTorch (LSTM)

• 🤖 Image Generation (GANs)

  • Use Case: Generate synthetic images by training model on Fashion-MNIST dataset / CelebA
  • Tools: PyTorch / TensorFlow

• 🤖 CartPole Reinforcement Learning

  • Use Case: Balance a pole on a cart using OpenAI Gym dataset
  • Tools: PyTorch, Gym

• 🤖 Atari Game Agent (DQN)

  • Use Case: Train agent to play Pong/Breakout with Atari Gym Envs
  • Tools: PyTorch, Gym

• 🤖 Image Caption Generator

  • Use Case: Generate captions for images using MS COCO dataset
  • Tools: PyTorch, Hugging Face

• 🤖 Fine-tune a Large Language Model

  • Use Case: Build custom Q&A or chatbot using SQuAD dataset
  • Tools: Hugging Face, PyTorch

• 🤖 Diffusion Model (Image Generation)

  • Use Case: Generate realistic images using CelebA datasets
  • Tools: PyTorch, Hugging Face Diffusers

  ❔ New Software Ideas

• 💻 SOP Strategy & Ops Planner

  • Use Case: A strategy & ops planner for CEOs.
  • Tools: flask, ollama

• 🤖 Generative UI

  • Use Case: A business app using LLM to generate & render the front-end HTML
  • Tools: flask, ollama