Programming
Software development: programming languages, coding, libraries and frameworks, software engineering and architecture, source control, developer tools, databases, and infrastructure.
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Faith, Evolution, and Programming Languages youtube.com
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Effective Programs - 10 Years of Clojure youtube.com
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The Art of Destroying Software youtube.com
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Kill "Microservices" Before Its Too Late youtube.com
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Video presentation of the package youtube.com
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Color Blind Tensors youtube.com
Manipulate image tensors to perceive color blindness, live coding.
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Music Information Retrieval Using Locality Sensitive Hashing youtube.com
Steve Tjoa (RackSpace Developers) [This talk shows that IR is not just text and images].
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Growing Neat Software Architecture from Jupyter Notebooks youtube.com
A primer on how to structure your Machine Learning projects when using Jupyter Notebooks.
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Gradient Descent youtube.com
Okay, I already listed Andrew NG's Coursera class above, but this video especially is quite pertinent as an introduction and defines the gradient descent algorithm.
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Deep Learning Lecture 12: Recurrent Neural Nets and LSTMs youtube.com
Unfolding of RNN graphs is explained properly, and potential problems about gradient descent algorithms are exposed.
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TensorFlow Lite for Android (Coding TensorFlow) youtube.com
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Explainable Boosting Machine youtube.com
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Bayesian Programming with JAX + NumPyro — Andy Kitchen youtube.com
Introduction to Bayesian modelling using NumPyro.
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Data Science with Genetic Algorithms youtube.com
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Introduction to Deep Learning with Python youtube.com
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How to make REST API youtube.com
Create robust backend services
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Firebase youtube.com
Backend services for apps
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Ultimate Full Stack Python Web App youtube.com
Build complete web applications
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Fullstack App Masterclass youtube.com
Master modern web development
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Yet Another Full Stack App youtube.com
Explore advanced development patterns
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Organizing the YAML mess with Kustomize youtube.com
A talk shows how Kustomize could help to manage Kubernetes YAML files with a growing number of services and environments.
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Building Scalable, Repeatable Infrastructure in the Cloud with Terraform youtube.com
Demonstrates how Terraform enables the practice of Infrastructure as Code by deploying TeamCity in AWS using a hosted PostgreSQL.
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Untangling Terraform Through Refactoring youtube.com
How to refactor your Terraform code in a careful way with minimum risk.
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Complete Terraform Course - From BEGINNER to PRO! (Learn Infrastructure as Code) youtube.com
Complete course from beginner to pro, with no cloud provider focus, with a general approach
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Infrastructure is Code with the AWS CDK youtube.com
AWS Tech Talk Webinar.
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AWS Cloud Development Kit introduction with Live Demos youtube.com
AWS User Group Finland Meetup January 2019.
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Scaling backend authentication at Facebook youtube.com
How-to in a nutshell: 1. Small root of trust; 2. TLS isn't enough; 3. Certificate-based tokens; 4. Crypto Auth Tokens (CATs). See the slides for more details.
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PyConBY 2020: Serve ML models easily with FastAPI youtube.com
From the talk by Sebastian Ramirez you will learn how to easily build a production-ready web (JSON) API for your ML models with FastAPI, including best practices by default.
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Serving Machine Learning Models As API with FastAPI youtube.com
Build a machine learning API with FastAPI.
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Building Web APIs Using FastAPI youtube.com
Use FastAPI to build a web application programming interface (RESTful API).
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FastAPI - A Web Framework for Python youtube.com
See how to do numeric validations with FastAPI.
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FastAPI vs. Django vs. Flask youtube.com
Which framework is best for Python in 2020? Which uses async/await the best? Which is the fastest?
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PyCon UK 2019: FastAPI from the ground up youtube.com
This talk shows how to build a simple REST API for a database from the ground up using FastAPI.
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Dash: Data exploration web apps in pure Python youtube.com
Chelsea Douglas, PyData DC 2018.
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Data Visualization GUIs with Dash and Python (Video playlist) youtube.com
Five-part series exploring Dash features.
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Serverless state of the union youtube.com
Austen Collins keynote talk about serverless and the state of the union at the Open Source Summit 2018.
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Serverless, Not So FaaS youtube.com
CloudNativeCon 2018 Keynote by Kelsey Hightower, Kubernetes Community Member, Google.
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Jazz serverless developer teaser youtube.com
T-Mobiles Jazz serverless developer teaser.
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Become a serverless black belt youtube.com
AWS online tech talk on how to optimize serverless applications.
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Building a Bookings API with Lumen youtube.com
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Building APIs with Lumen by Oz Brignoni youtube.com
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Zero to API with Lumen youtube.com
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WebAssembly and the Death of JavaScript youtube.com
Colin Eberhardt, 2018.
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Decouple your application with (Domain-)Events youtube.com
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Docker for novices youtube.com
An introduction to Docker for developers and testers who have never used it. (Video 1h40, recorded linux.conf.au 2019 — Christchurch, New Zealand)
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Docker simplified in 55 seconds youtube.com
An animated high-level introduction to Docker. Think of it as a visual tl;dr that makes it easier to dive into more complex learning materials.
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Introduction to Docker and containers youtube.com
(3:09:00)
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