PCWorkshops

What is Streamlit Learn Python   Streamlit is a Python framework that lets you turn Python code into an interactive web application very quickly . The simplest mental model is: Streamlit = an easy way to build a web UI using Python, without needing to learn much HTML, CSS, or JavaScript. Example Learn Python Suppose you have a Python function that predicts house prices: def predict_price(size, bedrooms): return size * 3000 + bedrooms * 10000 With Streamlit, you can turn that into a little web app: import streamlit as st st.title("House Price Predictor") size = st.number_input("House size") bedrooms = st.number_input("Bedrooms") if st.button("Predict"): price = predict_price(size, bedrooms) st.write(f"Predicted price: £{price:,.0f}") The result is a webpage with: ┌─────────────────────────────────┐ │ House Price Predictor │ │ │ │ House size: [ 1200 ] │ │ ...

What is Apache Airflow Learn Python Apache Airflow is an open-source platform for building, scheduling, and monitoring data workflows . Think of it as a tool that answers: “What should run, in what order, when should it run, and what happens if something fails?” Simple example Suppose a company has this daily data pipeline: Get data from API ↓ Clean the data ↓ Store it in a database ↓ Run analytics ↓ Send report Airflow can orchestrate all of those steps: ┌── Clean data ──┐ Get API data ┤ ├── Run analytics ── Send report └── Validate ────┘ It can run the workflow every day at 6 AM, retry failed tasks, and show you which tasks succeeded or failed. The key concepts 1. DAG (Directed Acyclic Graph) A DAG describes your workflow and its dependencies. For example: extract >> transform >> load This means: extract → transform → load 2. Tasks Individual pieces of work, such as: Run a Python function Execute SQ...

Learn Python What is AWS   AWS (Amazon Web Services) is a cloud computing platform from Amazon. The simplest way to think about it is: AWS lets you rent computing infrastructure over the internet instead of buying and maintaining your own servers. Without AWS A company might need to buy: Physical servers ↓ Storage ↓ Networking equipment ↓ Data center ↓ Electricity + cooling ↓ IT team to maintain everything That's expensive and difficult to scale. With AWS You can rent these resources from AWS: AWS │ ┌─────────────┼─────────────┐ ↓ ↓ ↓ Computers Storage Databases EC2 S3 RDS │ │ │ └─────────────┼─────────────┘ ↓ Your application You pay for the resources you use rather than owning the physical infrastructure. Some important AWS services There are hundreds of AWS ...

Python courses   What is Docker Docker is a tool that lets you package an application together with everything it needs to run and then run it consistently anywhere. The simplest mental model is: Docker = a standardized box for your application. The problem Docker solves Imagine you build a Python application on your laptop: Python 3.12 pandas 2.x requests PostgreSQL client some configuration It works perfectly. Then you give it to someone else, and they get: "It doesn't work on my machine." Maybe they have Python 3.10, a different library version, or a missing dependency. Docker helps solve this by packaging the environment: ┌─────────────────────────────┐ │ Docker Container │ │ │ │ Your application │ │ Python │ │ Libraries │ │ Configuration │ │ │ └─────────────────────────────┘ You can then run that container on another machine with much l...

Python courses What is Apache Spark Apache Spark is an open-source framework for processing large amounts of data quickly across multiple computers . A simple way to think about it: Spark is an engine for doing data processing at scale. A simple example Imagine you have 5 TB of customer transaction data and want to calculate total sales per customer. Processing it on one computer could be extremely slow. Spark can split the data across many machines: 5 TB of data │ ┌───────────┼───────────┐ ↓ ↓ ↓ Machine 1 Machine 2 Machine 3 │ │ │ Process Process Process its data its data its data │ │ │ └───────────┼───────────┘ ↓ Combine results ↓ Total per customer This is called distributed computing . What can Spark do? Spark can pe...

What is Swagger UI Documents  Swagger UI is essentially an interactive user manual and testing environment for an API. Term Simple Explanation Swagger UI A tool that automatically creates a webpage showing all the functions your application provides to other software systems. API Documentation A clear instruction manual for developers that explains how different parts of the system can communicate with each other. Documents APIs Shows what requests can be sent to the system, what information is needed, and what response will come back. Tests APIs Allows developers to click buttons and test system functions directly in the browser without writing extra code Swagger UI → browser-based interface for exploring/testing an API OpenAPI → specification describing the API FastAPI → Python framework that automatically generates OpenAPI documentation and Swagger UI requests → Python library for making API calls programmatically Simple Real-World Analogy Think of Swagger UI like: a restau...