ML4Devs — Notebooks

This repository hosts companion notebooks and code snippets for ML4Devs.com website:

• LLMs
  • nlp_with_gpt_notebook.ipynb : Sentiment Analysis, Language Translation, and Named-Entity Recognition with GPT
  • translate_natural_language_query_to_sql_notebook.ipynb : Translate Natural Language Queries to SQL, and execute it on a database
  • running_llm_locally.ipynb : Run LLM locally for inference
  • openai_responses_api_vs_chat_completions.ipynb : Compare the OpenAI Responses API with Chat Completions, and decide which to build on
• Pandas
  • pandas_apply_fn_on_dataframe.ipynb : Better ways to apply a function to each row in Pandas DataFrame
• Speech
  • mozilla_deepspeech_api_notebook.ipynb : Automatic speech recognition with Mozilla DeepSpeech
  • ds-transcriber.py : Code for a Python transcriber that process streaming audio with DeepSpeech
  • python_speech_recognition_notebook.ipynb : Comparing most prominent alternatives for speech recognition with Python