fbpx
Warmup Guide to Apache Kafka
Apache Kafka is an open-source distributed event streaming platform used to collect, store, and integrate data at scale. Several companies use it for high-performance data pipelines, streaming analytics, data integration, and mission-critical applications. Apache Kafka has been instrumental across many industries for event streaming purposes such... Read more
The ODSC Warmup Guide to fastText
fastText is a lightweight Python library that was created to build scalable solutions for text representation and classification. It works on standard and generic hardware, smartphones, and small computers by utilizing functionalities that can reduce the memory consumed for fastText models. In recent years, fastText has... Read more
The ODSC Warmup Guide to PyTorch
PyTorch is an open-source framework built for developing machine learning and deep learning models. In particular, this framework provides the stability and support required for building computational models in the development phase and deploying them in the production phase.  PyTorch functionalities are extensible with other Python... Read more
The ODSC Warmup Guide to Apache Airflow
Apache Airflow is a workflow automation platform that schedules and monitors workflows in the data pipelines programmatically. Airflow makes it simpler to set up and operate an end-to-end data pipeline in the cloud. You can use Airflow to manage and create workflows without worrying about the... Read more
The ODSC Guide to Data Science Careers
In this free-to-download guide, you’ll learn everything you need to know to start your data science career in 2021, including how to find a job in data science, core skills to stand out, resume tips, and so on. Here’s a preview of what’s inside: How to Prepare... Read more
The Warmup Guide to Hugging Face
Since it was founded, the startup, Hugging Face, has created several open-source libraries for NLP-based tokenizers and transformers. One of their libraries, the Hugging Face transformers package, is an immensely popular Python library providing over 32 pre-trained models that are extraordinarily useful for a variety of... Read more
The Warmup Guide to OpenAI Gym
Founded in 2015 by Elon Musk, Sam Altman, and several others, OpenAI is a non-profit company dedicated to building friendly AI that is beneficial for everyone. One of its most well-known products is the OpenAI Gym. Gym is a toolkit for developing and comparing reinforcement learning... Read more
Free Download: The ODSC Guide to Machine Learning
Machine learning is arguably the most popular starting point for anyone looking to get into data science, and where many organizations start to implement AI into their practice. With AI becoming commonplace in much of the world, even the term “machine learning” itself is starting to... Read more
Natural Language Processing Guide: 30 Free ODSC Resources to Learn NLP
NLP, as with many other topics within data science, involves many skills, tools, languages, frameworks, and more. The ODSC Guide to Natural Language Processing is our compendium of 20 free resources for you to get started with NLP, including videos from past ODSC NLP presentations, tutorials,... Read more
Deep Learning Guide: 20 Free ODSC Resources to Learn Deep Learning
Deep learning, as with many other topics within data science, involves many skills, tools, languages, frameworks, and more. The ODSC Deep Learning Guide is our compendium of 20 free resources for you to get started with deep learning, including videos from past ODSC deep learning presentations,... Read more