END to END ML TRAINING SYSTEM
Market Research | Ideation | Budgeting | Project Management
Rapid Prototyping & Testing | MVP production
Strategic Partnerships | Stake-holder communication
ENGAGEMENT SCOPE
Startup | Founder
TYPE OF ENGAGEMENT
HOSS AI
CLIENT
CHALLENGE
Create a fully automated end to end AI development laboratory., for experimentation, rapid prototyping, training, testing and deployment to production.
Envisioned end-to-end solution.
Execcuted project risk assements.
Formulated project budget and reasource allocations.
Created project timeline and managed complete project lifecycle,
WHAT I DID
Automated system for diversified data sourcing and storage, data annotation, and dataset curation.
Automated system for initial model training and testing on the standalone test dataset, automated hyperparameter optimization.
Automated final training and deployment to production.
We are able to process over 1 Million images in under 60min.
RESULT
BIG DATA - DATA PIPELINE
Market & Technology Research | Ideation | Budgeting
Risk Assessments & Analysis | Project Management
Strategic & Tactical Planning | Partnership Management
ENGAGEMENT SCOPE
Startup | Founder
TYPE OF ENGAGEMENT
HOSS AI
CLIENT
CHALLENGE
Ideate, Define and Build affordable, fully automated diversified data collection, storage and transformation pipeline that can produce big data, datasets for AI training and testing.
Envisioned a scalable datapipeline that can handle diversified data types for creation
WHAT I DID
A custom data pipeline that can seamlessly handle millions of photos and terabytes of data for creation of large datasets.
RESULT
WHAT’S NEXT STARTS HERE.
CUSTOM DATA ANNOTATION PLATFORM
Market Research | Risk Assessment & Analysis | Budgeting
Ideation | Product Design | Project Management
Team Building & Management
ENGAGEMENT SCOPE
Startup | Founder
TYPE OF ENGAGEMENT
HOSS AI
CLIENT
CHALLENGE
Create an affordable data annotation platform that can fully replace AMT and provide multiple additional features.
Analysed what is currently on the market identified gaps and specific needs that we have, then envisioned a custom solution.
WHAT I DID
Custom data annotation tool, that allows for creation of customized image datasets with over a million of images utilizing proffessional data entry and annotattion experts.
RESULT
ML TRAINING HW PLATFORM
Technology Research | Risk Assessment & Analysis Budgeting | Project Management | Team Management
EGAGEMENT SCOPE
Startup | Founder
TYPE OF ENGAGEMENT
HOSS AI
CLIENT
CHALLENGE
Design & Build a secure, remote, hardware and networking solution for affordable rapid prototyping, testing and developing of various AI solutions.
Analysed what is currently on the market identified gaps and specific needs that we have, then envisioned a custom solution.
WHAT I DID
I created a custom hardware, networking, and software non-cloud solution that utilizes off-the-shelf components and provides affordable rapid model prototyping and testing and production environment model training and testing—ultimately saving us over a million dollars.