2023-2025Engineering
10,000+ Tracked Experiments
★10,000+ WandB Tracked Experiments
Over 10,000 experiments tracked in Weights & Biases — sweeps, ablations, hyperparameter searches, and training runs. Each technique developed (UNA, MGS, SingleMoM, HarEmb, UNAVision) came from methodical experimentation across documented training runs.
- Client
- Independent — Juanako.AI
- Role
- Sole researcher
- Duration
- Ongoing
- Team
- Solo
Outcomes
10,000+
Total Experiments
5+
Techniques Developed
Weights & Biases
Tracking Platform
Systematic
Methodology
Highlights
- •10,000+ total tracked experiments
- •Systematic hyperparameter sweeps
- •Architecture ablation studies
- •Training dynamics analysis
- •Reproducible experiment tracking
- •Cross-technique comparison studies
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Systematic ML Engineering
10,000+ total tracked experiments with systematic hyperparameter sweeps and architecture ablation studies.
Training dynamics analysis with reproducible experiment tracking. Cross-technique comparison studies across all developed methods.
MLOpsExperiment TrackingWandBAblationsSystematic Research