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# Core dependencies | |
streamlit # Build interactive web apps with Python! ๐ | |
# - ๐ฅ Stream video: st.video("movie.mp4") to show a cool science clip! | |
# - ๐ Plot data: st.line_chart(data) for visualizing AI model accuracy! | |
# - ๐ผ๏ธ Show pics: st.image("cat.png", caption="AI-generated kitty!") for fun outputs! | |
pandas # Crunch data like a pro! ๐ | |
# - ๐งฎ Analyze scores: pd.DataFrame({"Student": ["Alex", "Bob"], "Score": [85, 90]}).mean() to avg grades! | |
# - ๐ Filter rows: df[df["Age"] > 18] to find adult learners in a dataset! | |
# - ๐ Pivot tables: pd.pivot_table(df, values="Sales", index="Month") for sales trends! | |
torch # Power AI models with tensors! ๐ฅ | |
# - ๐ค Train a model: torch.nn.Linear(10, 2) for a simple neural net! | |
# - ๐ง Matrix math: torch.matmul(tensor1, tensor2) to compute embeddings! | |
# - ๐ฒ Random tensors: torch.rand(3, 3) for mock data in experiments! | |
requests # Fetch stuff from the web! ๐ | |
# - ๐ Grab a PDF: requests.get("https://arxiv.org/pdf/2308.03892") to download research! | |
# - ๐ค๏ธ Check weather: requests.get("api.weather.com/data") for live updates! | |
# - ๐ Get jokes: requests.get("api.jokes.com/random") to lighten the mood! | |
aiofiles # Async file handling for speed! โก | |
# - โ๏ธ Write fast: await aiofiles.open("log.txt", "w").write("Done!") for quick logs! | |
# - ๐ Read async: await aiofiles.open("data.csv", "r").read() to load files snappy! | |
# - ๐๏ธ Bulk ops: await aiofiles.open("temp.bin", "wb").write(data) for temp storage! | |
pillow # Play with images like an artist! ๐๏ธ | |
# - ๐ Resize pics: Image.open("photo.jpg").resize((100, 100)) for thumbnails! | |
# - ๐จ Color swap: Image.open("dog.png").convert("L") for grayscale pups! | |
# - โ๏ธ Crop it: Image.open("scene.png").crop((10, 10, 50, 50)) to zoom in! | |
# PDF processing | |
PyMuPDF # Master PDFs like a wizard! ๐ | |
# - ๐ผ๏ธ PDF to pic: doc[0].get_pixmap().save("page1.png") for snapshots! | |
# - ๐ Extract text: doc[0].get_text() to pull words from a page! | |
# - ๐ข Count pages: len(fitz.open("book.pdf")) to know the length! | |
# Transformers and diffusion models | |
transformers # Talk to AI models! ๐ฃ๏ธ | |
# - ๐ค Chatbot: tokenizer.decode(model.generate(input_ids)) for AI replies! | |
# - ๐ Summarize: model("Long text here") to shorten essays! | |
# - ๐๏ธ Translate: model("Hola", src_lang="es", tgt_lang="en") for "Hello"! | |
diffusers # Generate wild images! ๐จ | |
# - ๐ฆ Dream art: pipeline("Unicorn in space").images[0].save("magic.png")! | |
# - ๐ Style swap: pipeline("City in Van Gogh style") for cool remixes! | |
# - ๐พ Pet pics: pipeline("Cartoon dog") to make fluffy cartoons! | |
# OpenAI integration | |
openai # Tap into GPT magic! โจ | |
# - ๐ Summarize: openai.ChatCompletion.create(messages=[{"role": "user", "content": "Summarize this!"}]) for quick recaps! | |
# - ๐ผ๏ธ Image OCR: openai.ChatCompletion.create(messages=[{"content": [{"type": "image_url", "image_url": "base64"}]}) for text extraction! | |
# - ๐ Joke time: openai.ChatCompletion.create(messages=[{"content": "Tell me a joke!"}]) for laughs! | |
# Additional utilities | |
glob2 # Find files with flair! ๐ | |
# - ๐ผ๏ธ List pics: glob.glob("*.png") to grab all images! | |
# - ๐ PDF hunt: glob.glob("*.pdf") for all your docs! | |
# - ๐๏ธ Wildcards: glob.glob("data_*_2023.txt") for specific files! | |
pytz # Time zones made easy! โฐ | |
# - ๐ Local time: pytz.timezone("US/Pacific").localize(datetime.now()) for Cali time! | |
# - โณ UTC shift: datetime.now(pytz.UTC) for global sync! | |
# - ๐ Convert: dt.astimezone(pytz.timezone("Asia/Tokyo")) for Tokyo vibes! | |
tiktoken | |
verovio | |
torchvision |