Expert in machine learning and deep learning@LEAP Conseil inc.
Verified
Since 2013, I have been working with image data, sensors data, and tabular data. Which helped me gain a mix of experience that serves a wide range of tasks.
✅Generating 3D data
🔹photogrammetry
🔹NERFs and Gaussian Splatting
🔹time of flight acquisition (RGBD cameras, LiDARs, etc.)
🔹Optimal data structures and algorithms based on the type of sensor
🔹Features spaces for images and 3D point clouds, with or without deep learning
🔹Creating 3D meshes automatically from point clouds, images, or a single image and more
✅ 3D-3D registration, aka. Stitching of 3D data
🔹keypoint detectors
🔹using deep learning techniques, or engineering
✅ 2D-3D registration, aka. Sensor fusion
🔹An estimation of a virtual camera pose in the 3D point cloud,
🔹3D reconstruction from images, then 3D-3D registered with the 3D point cloud
🔹Engineered nonlinear transformation to wrap the image around the point cloud
🔹Learning an optimal transformation and optimal feature space with deep learning.
✅ Object detection, ROIs detection and scene segmentation in both image data and 3D data
🔹 Deep learning for 3D point sets, aka. geometric deep learning
🔹 Classic machine learning algorithms for computer vision
✅ ML for tabular data
🔹Classification and regression
🔹Data inspection : labeller error, domain gap (out of distribution samples), concept drift
🔹Time series, graph data (multiple linked tables)
✅ Generative AI
🔹Customization of stable diffusion models through prompting or LoRAs
🔹Finetuning LLMs, GPT models
🔹Prompt engineering and automation
🔹Agentic AI (exploratory level)
✅Extract-Transform-Load (ETL) pipelines
🔹 using REST APIs
🔹 using SDKs (python or C++)
✅Dashboarding, data visualization
🔹Create visualizations from scratch on the browser (VTK, Dash-plotly, mpld3...)
🔹Customize existing tools (FiftyOne, labelbox, QGIS...)
✅ Efficient Implementation of custom and well documented algorithms
🔹based on a published article without a published code
🔹based on your requirements
✅ Critical thinking and proofreadingMore...