DataFrames Courses and Certifications

Microcredential

Deep Dive into Numpy and Pandas

416 ratings at CodeSignal

Master essential data manipulation and analysis using NumPy for numerical computing and Pandas for data wrangling, from basic array operations to advanced transformations and complex data analysis techniques.

• CodeSignal
• 15 hours
• On-Demand
• Free Certificate
• 6 courses

Databricks

Sound Data Engineering in Rust - From Bits to DataFrames

Explore Rust for efficient data engineering, from low-level bit manipulation to high-performance DataFrames using Apache Arrow. Learn optimization techniques and benchmarks for improved data processing.

• YouTube
• 35 minutes
• On-Demand
• Free Video

EuroPython Conference

Modern Data Science with Vaex - A New Approach to DataFrames and Pipelines

Explore efficient data processing for large datasets using Vaex, combining computational graphs and lazy evaluations with memory-mapped storage and out-of-core algorithms.

• YouTube
• 51 minutes
• On-Demand
• Conference Talk

Microcredential

Introduction to PySpark

204 ratings at CodeSignal

Master PySpark's distributed computing capabilities for big data processing, from RDDs and DataFrames to SQL operations and machine learning with MLlib, enhancing your data engineering toolkit.

• CodeSignal
• 10 hours
• On-Demand
• Free Certificate
• 4 courses

Devoxx

Dataframes, Collections, and Streams in Java

Explore dataframes, collections, and streams in Java using built-in features and libraries like Eclipse Collections and Dataframe-EC. Learn to manipulate data efficiently for data science and collection management.

• YouTube
• 41 minutes
• On-Demand
• Conference Talk

PyCon US

Developing on Google Cloud with Python and DataFrames

Explore Google Cloud's enhanced Python experience for building applications, pipelines, and analytics, focusing on BigQuery integration and DataFrame support for impactful business solutions.

• YouTube
• 40 minutes
• On-Demand
• Conference Talk

Conf42

Streaming DataFrames: A New Way to Process Streaming Data - Conf42 Python 2024

Explore streaming DataFrames as a novel approach to process real-time data, enhancing efficiency and simplifying stream processing workflows for Python developers.

• YouTube
• 21 minutes
• On-Demand
• Free Video

NDC Conferences

Graph the Planet - Wrangling GPU Graph Dataframes with GFQL

Discover GFQL, the first open source dataframe-native graph query language for massive scale GPU-accelerated graph analytics with seamless Python integration and up to 42X speedups.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Data Science Conference

Transforming DataFrames - Introduction to Graphs and Graph Neural Networks with PyTorch Geometric

Master graph structures and GNN implementation using PyTorch Geometric, from converting DataFrames to training models for enhanced predictive performance with interconnected data analysis.

• YouTube
• 59 minutes
• On-Demand
• Free Video

InfoQ

Java DataFrames - The Missing Tool in Your Data-Oriented Toolkit

Discover how Java DataFrames revolutionize data processing with Python-like expressiveness and Java performance through Data-Oriented Programming techniques.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Coursera

Data Analysis in Python: Using Pandas DataFrames

30 ratings at Coursera

Learn to import, prepare, and analyze IMDb movie data using Pandas DataFrames. Practice filtering, cleaning, aggregating, and visualizing data to gain insights from a real-world dataset.

• Coursera
• 2 hours 1 minute
• On-Demand
• Paid Course

Python Libraries for Data Analysis

Master essential Python data analysis tools numpy and pandas through hands-on practice with arrays, dataframes, data selection, and manipulation techniques for real-world applications.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Advanced Preprocessing and Collecting Techniques

Master advanced data preprocessing techniques, from DataFrame merging and grouping to filtering and sorting operations in Pandas. Enhance your ability to handle complex datasets and prepare them effectively for analysis.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

Pandas Basics and DataFrame Manipulation

Master data manipulation fundamentals with Pandas, from loading datasets to performing basic analysis, filtering, and aggregation using real-world examples like student records and pet clinic data.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Advanced Data Analysis with Pandas

Master advanced Pandas techniques for data analysis, from multi-level indexing to sophisticated aggregations and correlations. Learn to merge datasets, perform complex group operations, and extract meaningful insights from your data.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate