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AI, EdgeAI, Computer Vision, Machine Learning, Axis ACAP and video analytics

What I do

I'm the lead consultant and founder of FixedIT.ai where we help companies create cutting edge video analytics for edge devices. We offer developer tools, platforms, advice and consultation to ACAP developers. Our core focus is edge applications for the Axis Communications network cameras. I'm a specialist in Computer Vision, Machine Learning and edge computing with many years of experience of both the deep learning field and the embedded field. I focus on the engineering aspects needed to maximize the bottom line profit for companies.

I share a lot of my knowledge about ACAP development in our e-learning portal (you can sign-up for free): https://learning.fixedit.ai

How I do it

  • I design and implement advanced algorithms and helps teams deliver more valuable code and better algorithms by knowledge sharing and strategic leadership.
  • I use C, C++ and Python and have my expertise in the Linux and embedded Linux environment. I use my experience to build more robust and more efficient code that is easier to read and understand.
  • I improve tooling, agility and robustness by applying engineering best practices to MLOps, training code and data management.
  • I increase product performance by benchmarking, optimizing implementations and writing extensions for python code.
  • I increase accuracy by designing evaluation platforms, profiling code and redesigning algorithms.
  • I enable strategic planning by implementing dashboards, tracking KPIs and integrating data lineage, experiment tracking and automating live feed-back loops.

What I've done

Before getting into consulting I worked both as a senior developer and as a technical lead at Axis Communications in the video analytics teams. I've got experience from both product development and maintenance as well as software and ML research. I have worked at tiny start-ups with a few developers and at international fortune 500 giants. I have been mentoring new employees, I've been supervisor for master's thesis students, teacher for machine learning classes and have done public speaking and knowledge sharing to teach and inspire people to become the best engineers.

Some well known MLOps projects I have contributed to:

Some other projects I have contributed to or participated in discussions in:

Get in touch with me

Daniel Falk's Projects

php-login icon php-login

A simple login system with PHP, MySQL and jQuery (AJAX) using Bootstrap 3 for the form design.

playerpy icon playerpy

A simple and extendable video player in python.

python-app-on-axis-camera icon python-app-on-axis-camera

A show case application for how to perform rapid development with python using an Axis Communication network camera and the official SDK

python-mqtt-node-rpi icon python-mqtt-node-rpi

MQTT edge node to control Raspberry Pi actions, extendable with different controls such as GPIO. Runs as a systemd service and implements device discovery.

python-mqtt-occupancy icon python-mqtt-occupancy

Occupancy estimator for home making use of AXIS People Counters / AXIS Occupancy Estimators

rpi-rotary-encoder-and-button-lib icon rpi-rotary-encoder-and-button-lib

Python library to make a simple and effective interface for a control panel built with push buttons and rotary encoders. Designed for the Raspberry Pi and uses pigpio daemon.

rtmpdump icon rtmpdump

rtmpdump is a toolkit for RTMP streams.

ujpeg icon ujpeg

Jpeg decoder library for micropython

wellstep-parser icon wellstep-parser

Parser for www.wellstep.se, company activity challanges to show team info and history in broswer/api.

zbar icon zbar

ZBar is an open source software suite for reading bar codes from various sources, including webcams. As its development stopped in 2012, I took the task of keeping it updated with the V4L2 API. This is the main repository for it. There's a clone at at LinuxTV.org, and another one at gitlab.

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