Awesome List Updates on Jan 23, 2021

6 awesome lists updated today.

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1. Awesome Fastapi

Databases / ORMs

• Piccolo (⭐1.6k) - An async ORM and query builder, supporting Postgres and SQLite, with batteries (migrations, security, etc).
  • FastAPI Examples (⭐21) - Using FastAPI with Piccolo.

2. Awesome Analytics

General analytics

• Hotjar - new and easy way to truly understand your web and mobile site visitors. © SaaS

• Opentracker - real time reporting, geo-location user tracking. © SaaS

• FoxMetrics - analytics to track your user’s actions and activities. © SaaS

• Adobe Analytics - web data into insights that everyone can act on. © SaaS

• Google Analytics - de facto standard for analytics in the web analytics space. © SaaS

• Screpy - Screpy is a web analyzer and monitoring tool. Its powered by Google Lighthouse. © SaaS

• Clicktale - record and watch exactly how a visitor used your website. © SaaS

• GoSquared - analytics with visitor tagging to help you dig deeper into one user’s visit. © SaaS

• Clicky - track visits and conversions, you can also track your video and audio analytics. © SaaS

• Woopra - track where your users are coming from. © SaaS

• Mint - self-hosted analytics solution (no longer on sale). © SaaS

• Going Up - manage SEO analytics and web app analytics with one tool. © SaaS

• Chartbeat - beautiful, real-time app analytics tool for web apps. © SaaS

• Gauges - real-time web analytics tool. © SaaS

• Indicative - Web & mobile analytics tool, with heavy emphasis on segmentation and funnel visualization. © SaaS

• Statcounter - one of the ORIGINAL web analytics tools available. © SaaS

• Adobe Digital Analytics - standard analytics tools plus some that large organizations can use. © SaaS

• Hitslink.com - real-time analytics, social media traffic reporting, and real-time dynamic segmentation. © SaaS

• parse.ly - real-time web analytics tool with a focus on tracking content. © SaaS

• Loggr - track your user events and monitor your web app. © SaaS

• Kissmetrics - real-time standard cohort analysis tool. © SaaS

• Sitemeter - old analytics tool. © SaaS

• Crawl Track - another old analytics tool. © SaaS

• Sitespect - full-suite web app analytics tool including A/B testing. © SaaS

• Metabase - opensource analytics/BI tool © SaaS

• LiveSession - session replay user analytics. © SaaS

• Glassbox - customer experince and session recording analytics. © SaaS

• Redash - open source analytics/BI tool © SaaS

Privacy focused analytics

• Fathom - Fathom Analytics provides simple, useful websites stats without tracking or storing personal data of your users © SaaS

• Simple Analytics - Simple, clean, and friendly analytics for developers © SaaS

• Nibspace - Affordable, lightweight, privacy-friendly website analytics © SaaS

Heatmap analytics

• Crazyegg - a heatmaps only analytics tool. © SaaS

• Inspeclet - another web app heatmaps tool. © SaaS

• Mouseflow - live analytics and heatmaps. © SaaS

• Session Cam - heatmaps analytics tool. © SaaS

Analytics layers

• Keen.io - custom-analytics API. © SaaS

• Popcorn Metrics - visual editor to capture events and send to other platforms. © SaaS

• Segment - helps you integrate multiple app analytics tool with one piece of code. © SaaS

• Iteratively - capture clean product analytics consistently across teams & platforms. © SaaS

• Analytics npm package - A lightweight, extendable analytics library designed to work with any third-party analytics provider to track page views, custom events, & identify users. Works in browsers & node.js. © SaaS

Mobile analytics

• Upsight - mobile app analytics tool for developers. © SaaS

• Appsflyer - all-in-one marketing tool with analytics. © SaaS

• Amazon Pinpoint - Amazons multi-platform, basic mobile analytics tool. © SaaS

• Tapstream - user lifecycle analytics. © SaaS

• Honeytracks - mobile app analytics for games. © SaaS

• Apsalar - analytics tool for larger app shops. © SaaS

• Roambi - 3-in-1 analytics tool that helps you track analytics, handle mobile app business intelligence, and app reporting. © SaaS

• Appcelerator - entire mobile app marketing suite. © SaaS

• Flurry - pretty much the “industry standard” for mobile app analytics. © SaaS

• Countly - open source mobile & web application analytics tool. © SaaS

• Playtomatic - mobile app open source analytics tool for games. © SaaS

• Capptain - real-time analytics tool with segmentation and push. © SaaS

• Amplitude - real-time mobile analytics with all data provided in redshift. © SaaS

• Appsee - mobile app analytics platform automatically tracks all users' interactions in your app © SaaS

• Mixpanel - fully featured mobile analytics platform with segmentation and push. © SaaS

• Localytics - fast and beautiful real-time mobile analytics platform with in-app and push. © SaaS

• GameAnalytics - leading game analytics platform. © SaaS

• Swrve - mobile analytics with segmentation, push, A/B testing and rich messaging © SaaS

• Firebase - a free and unlimited analytics solution for android and iOS © SaaS

• Liquid - real-time mobile analytics, personalization, multivariate testing, audience segmentation and push. © SaaS

App store analytics

• Appfigures - app store analytics to track sales, reviews and rankings with an API. © SaaS

• Appannie - track your app data from iTunes, Google Play & Amazon. © SaaS

• Distimo - free app store analytics (acquired by Appannie). © SaaS

• Priori Data - track and benchmark the performance of apps on Apple- and Play store. © SaaS

• Asking Point - track your mobile app user ratings. © SaaS

• Apptrace - fast and free app store analytics platform. © SaaS

Attribution tracking

• Adjust - open-source SDK with sophisticated analysis and campaign tracking. © SaaS

• Clickmeter - analytics tool that helps you track marketing campaigns. © SaaS

• HasOffers Mobile app tracking - attribution analytics platform. © SaaS

Social media analytics

• Brandwatch - Social media monitoring and analytics. © SaaS

• Falconsocial - communications platform built on social media with analytics. © SaaS

• Quintly - web-based tool to help you track, benchmark and optimize your social media performance. © SaaS

• Kred - Klout-like social media analytics platform. © SaaS

• Buffer - Social media publishing and analytics platform. © SaaS

• Topsy - Social analytics tool with search. © SaaS

• SocialBlade - premiere YouTube statistics tracking. © SaaS

• Hootsuite - Social media management dashbaord. © SaaS

• Sproutsocial - Social media management and analytics platform. © SaaS

Developer analytics

• GitSpo - Analytics for Open-Source. © SaaS

Analytics dashboards

• Freeboard (⭐6.5k) - open source real-time dashboard builder for IOT and other web mashups. © SaaS

• Geckboard - dashboard for key metrics in one place. © SaaS

• Klipfolio - Klipfolio is an online dashboard platform for building powerful real-time business dashboards for your team or your clients. © SaaS

• Vizia - Visual command center dashboarding solution © SaaS

3. Awesome Jupyter

Collaboration/Education

• nbgitpuller (⭐219) - Sync a git repository one-way to a local path.

4. Awesome Ros2

Packages / Interactivity

• Jupyter ROS2 (⭐32) - Jupyter widget helpers for ROS2.

5. Public Apis

Books

• API: Thirukkural

  Description: 1330 Thirukkural poems and explanation in Tamil and English

  Auth: No

  HTTPS: Yes

  CORS: Yes

6. Awesome Jax

Models and Projects / JAX

• Fourier Feature Networks (⭐1.3k) - Official implementation of Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains.

Videos / NumPyro

• NeurIPS 2020: JAX Ecosystem Meetup - JAX, its use at DeepMind, and discussion between engineers, scientists, and JAX core team.

• JAX: Accelerated Machine Learning Research | SciPy 2020 | VanderPlas - JAX's core design, how it's powering new research, and how you can start using it.

• Bayesian Programming with JAX + NumPyro — Andy Kitchen - Introduction to Bayesian modelling using NumPyro.

• JAX on Cloud TPUs | NeurIPS 2020 | Skye Wanderman-Milne and James Bradbury - Presentation of TPU host access with demo.

• Deep Implicit Layers - Neural ODEs, Deep Equilibirum Models, and Beyond | NeurIPS 2020 - Tutorial created by Zico Kolter, David Duvenaud, and Matt Johnson with Colab notebooks avaliable in Deep Implicit Layers.

Papers / NumPyro

• JAX, M.D.: A Framework for Differentiable Physics. Samuel S. Schoenholz, Ekin D. Cubuk. NeurIPS 2020. - Introduces JAX, M.D., a differentiable physics library which includes simulation environments, interaction potentials, neural networks, and more.

• Enabling Fast Differentially Private SGD via Just-in-Time Compilation and Vectorization. Pranav Subramani, Nicholas Vadivelu, Gautam Kamath. arXiv 2020. - Uses JAX's JIT and VMAP to achieve faster differentially private than existing libraries.

Tutorials and Blog Posts / NumPyro

• Using JAX to accelerate our research by David Budden and Matteo Hessel - Describes the state of JAX and the JAX ecosystem at DeepMind.

• Getting started with JAX (MLPs, CNNs & RNNs) by Robert Lange - Neural network building blocks from scratch with the basic JAX operators.

• Tutorial: image classification with JAX and Flax Linen by 8bitmp3 (⭐24) - Learn how to create a simple convolutional network with the Linen API by Flax and train it to recognize handwritten digits.

• Meta-Learning in 50 Lines of JAX by Eric Jang - Introduction to both JAX and Meta-Learning.

• Normalizing Flows in 100 Lines of JAX by Eric Jang - Concise implementation of RealNVP.

• Differentiable Path Tracing on the GPU/TPU by Eric Jang - Tutorial on implementing path tracing.

• Ensemble networks by Mat Kelcey - Ensemble nets are a method of representing an ensemble of models as one single logical model.

• Understanding Autodiff with JAX by Srihari Radhakrishna - Understand how autodiff works using JAX.

• From PyTorch to JAX: towards neural net frameworks that purify stateful code by Sabrina J. Mielke - Showcases how to go from a PyTorch-like style of coding to a more Functional-style of coding.

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• Next: Jan 22, 2021