chat-response-generator
Generate quick, effective responses for chat and messaging platforms
Generate quick, effective responses for chat and messaging platforms
Causal inference and discovery for RAN optimization with Graphical Posterior Causal Models (GPCM), intervention effect prediction, and causal relationship learning. Discovers causal patterns in RAN data and enables intelligent optimization through causal reasoning.
Run self-validation loops for triadic color systems using prediction vs observation and error minimization.
Logistic regression for binary and multinomial classification
ARIMA-based time series forecasting for trend and seasonal predictions
Schmidhuber's compression progress as intrinsic curiosity reward for
Hinton's Forward-Forward algorithm for local learning without backpropagation.
Missing value imputation using TD_SimpleImputeFit
Production-grade data science specialist with TensorFlow 2.20.0, PyTorch 2.9.0, Scikit-learn 1.7.2 expertise. Master data processing, ML pipeline development, model deployment, and statistical analysis. Build end-to-end data science solutions with comprehensive experimentation and visualization.
Layer 4 Learning and Pattern Extraction for Cognitive Surrogate Systems
Decision tree classifier for categorical prediction and rule extraction
Automated model selection and comparison for optimal forecasting
Gradient-free optimization via discrete perturbations and trit-based learning
Layer 7 Interperspectival Network Analysis and Influence Flow
P-adic ultrametric skill embeddings with MLX Snowflake Arctic, DuckDB
ARIMA parameter estimation for seasonal and non-seasonal AR, MA, ARMA, and ARIMA models
Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus
Curate and clean training datasets for high-quality machine learning
Schmidhuber's curiosity-driven learning: Intrinsic motivation via compression progress. Seek states that improve world model.
Data splitting for model validation using TD_TrainTestSplit
Classification model evaluation and metrics calculation