Saltar al contenido principal
InicioPythonThe Hottest Topics in Machine Learning
Premium project

The Hottest Topics in Machine Learning

Use Natural Language Processing on NIPS papers to uncover the trendiest topics in machine learning research.

Start Project
8 Tasks1,500 XP13,783 Learners

Preferido por estudiantes en miles de empresas


Project Description

Neural Information Processing Systems (NIPS) is one of the top machine learning conferences in the world where groundbreaking work is published. In this Project, you will analyze a large collection of NIPS research papers from the past decade to discover the latest trends in machine learning. The techniques used here to handle large amounts of data can be applied to other text datasets as well.

Familiarity with Python and pandas is required to complete this Project, as well as experience with Natural Language Processing in Python (sklearn specifically).

Project Tasks

  1. 1
    Loading the NIPS papers
  2. 2
    Preparing the data for analysis
  3. 3
    Plotting how machine learning has evolved over time
  4. 4
    Preprocessing the text data
  5. 5
    A word cloud to visualize the preprocessed text data
  6. 6
    Prepare the text for LDA analysis
  7. 7
    Analysing trends with LDA
  8. 8
    The future of machine learning

Technologies

Python Python

Topics

Data ManipulationData VisualizationMachine LearningProbability & Statistics
Lars Hulstaert HeadshotLars Hulstaert

Data Scientist at Microsoft

Ver Mas

What do other learners have to say?