accelerated-data-science

    ADS is the Oracle Data Science Cloud Service's python SDK supporting, model ops (train/eval/deploy), along with running workloads on Jobs and Pipeline resources.

    Language: python

    Author: Adelheid Erler (@adelheiddev)

    416 stars · 1395 views

    Files

    • dataFlowRuntime.yaml (yaml)
    • dataScienceJob.html (html)
    • containerRuntime.yaml (yaml)
    • distributed.html (html)
    • job.html (html)
    • pythonRuntime.html (html)
    • dataFlow.yaml (yaml)
    • notebookRuntime.html (html)
    • dataFlow.html (html)
    • gitPythonRuntime.yaml (yaml)
    • scriptRuntime.yaml (yaml)
    • job.yaml (yaml)
    • distributed.yaml (yaml)
    • pythonRuntime.yaml (yaml)
    • gitPythonRuntime.html (html)
    • templates (txt)
    • schema.html (html)
    • table.html (html)
    • schema2html.py (py)
    • conf.py (py)
    • user_guide (txt)
    • model_registration (txt)
    • figures (txt)
    • save.png (image)
    • introspection.png (image)
    • metadata_taxonomy.png (image)
    • summary_status.png (image)
    • flow.png (image)
    • sorted_model.png (image)
    • custom_metadata.png (image)
    • model_catalog_save.png (image)
    • diagram_model.png (image)
    • generic_taxonomy.png (image)
    • generic_custom.png (image)
    • list_model.png (image)
    • retrieved.png (image)
    • updated.png (image)
    • tabs (txt)
    • frameworks (txt)
    • _template (txt)
    • jobs (txt)
    • figures (txt)
    • ml_steps.png (image)
    • tabs (txt)
    • data_visualization (txt)
    • figures (txt)
    • single_column_count_plot.png (image)
    • pairgrid.png (image)
    • violin_plot.png (image)
    • piechart.png (image)
    • show_in_notebook_feature_visualizations.png (image)
    • show_corr4.png (image)
    • show_in_notebook_features.png (image)
    • matplotlib.png (image)
    • show_corr3.png (image)
    • show_corr1.png (image)
    • show_in_notebook_summary.png (image)
    • gaussian_heatmap.png (image)
    • gis_scatter.png (image)
    • show_corr2.png (image)
    • logging (txt)
    • data_transformation (txt)
    • images (txt)
    • visual_transform.png (image)
    • new_column.png (image)
    • quick_start (txt)
    • figures (txt)
    • evaluation-cost.png (image)
    • evaluation-training.png (image)
    • production-training.png (image)
    • evaluation-test.png (image)
    • model_catalog (txt)
    • figures (txt)
    • save.png (image)
    • introspection.png (image)
    • metadata_taxonomy.png (image)
    • sorted_model.png (image)
    • custom_metadata.png (image)
    • model_catalog_save.png (image)
    • diagram_model.png (image)
    • generic_taxonomy.png (image)
    • generic_custom.png (image)
    • list_model.png (image)
    • retrieved.png (image)
    • updated.png (image)
    • aqua (txt)
    • model_training (txt)
    • distributed_training (txt)
    • tensorflow (txt)
    • ray (txt)
    • configuration (txt)
    • pytorch (txt)
    • dask (txt)
    • cli (txt)
    • developer (txt)
    • figures (txt)
    • horovod.png (image)
    • horovod (txt)
    • automl (txt)
    • model_evaluation (txt)
    • figures (txt)
    • regression_residual_qq.png (image)
    • regression_observed_vs_predicted.png (image)
    • binary_normalized_confusion_matrix.png (image)
    • binary_lift_gain_chart.png (image)
    • regression_residual_vs_observed.png (image)
    • binary_PR_ROC_curve.png (image)
    • multinomial_PR_curve.png (image)
    • multinomial_eval_metrics.png (image)
    • multinomial_precision_by_label.png (image)
    • regression_residual_vs_predicted.png (image)
    • multinomial_ROC_curve.png (image)
    • regression_eval_metrics.png (image)
    • multinomial_jaccard_by_label.png (image)
    • multinomial_F1_by_label.png (image)
    • binary_eval_metrics.png (image)
    • figures (txt)
    • sklearn-logo.png (image)
    • adstuner.png (image)
    • keras_logo.png (image)
    • oracle-logo.png (image)
    • tensorboard (txt)
    • loading_data (txt)
    • images (txt)
    • model_serialization (txt)
    • figures (txt)
    • figure (txt)
    • boilerplate (txt)
    • _template (txt)
    • feature_type (txt)
    • figures (txt)
    • configuration (txt)
    • figures (txt)
    • large_language_model (txt)
    • figures (txt)
    • pipeline (txt)
    • figures (txt)
    • apachespark (txt)
    • data_flow (txt)
    • images (txt)
    • secrets (txt)
    • model_evaluation (txt)
    • figures (txt)
    • data_catalog_metastore (txt)
    • ADSString (txt)
    • figures (txt)
    • figure (txt)
    • operators (txt)
    • recommender_operator (txt)
    • anomaly_detection_operator (txt)
    • common (txt)
    • figures (txt)
    • pii_operator (txt)
    • regression_operator (txt)
    • forecast_operator (txt)
    • images (txt)
    • cli (txt)
    • opctl (txt)
    • localdev (txt)
    • _template (txt)
    • overview (txt)
    • figures (txt)
    • quickstart (txt)
    • images (txt)
    • text_extraction (txt)
    • figures (txt)
    • data_labeling (txt)
    • figures (txt)
    • big_data_service (txt)
    • boilerplate (txt)
    • _template (txt)
    • _template (txt)
    • prerequisite (txt)
    • _static (txt)
    • output (txt)
    • chtml (txt)
    • fonts (txt)
    • woff-v2 (txt)
    • badge_beta.svg (image)
    • requirements.txt (txt)
    • user_guide (txt)
    • skills (txt)
    • aqua-deployment (txt)
    • references (txt)
    • aqua-evaluation (txt)
    • examples (txt)
    • aqua-finetuning (txt)
    • examples (txt)
    • oci-data-science (txt)
    • aqua-cli (txt)
    • references (txt)
    • aqua-model-lifecycle (txt)
    • references (txt)
    • aqua-troubleshooting (txt)
    • aqua-metrics (txt)
    • ads (txt)
    • feature_engineering (txt)
    • feature_type (txt)
    • handler (txt)
    • __init__.py (py)
    • adsstring (txt)
    • parsers (txt)
    • adsimage (txt)
    • interface (txt)
    • adsstring (txt)
    • string (txt)
    • oci_language (txt)
    • dataset (txt)
    • accessor (txt)
    • mixin (txt)
    • vault (txt)
    • llm (txt)
    • langchain (txt)
    • plugins (txt)
    • embeddings (txt)
    • llms (txt)
    • chat_models (txt)
    • guardrails (txt)
    • serializers (txt)
    • autogen (txt)
    • reports (txt)
    • templates (txt)
    • v02 (txt)
    • loggers (txt)
    • log_handlers (txt)
    • templates (txt)
    • jobs (txt)
    • schema (txt)
    • templates (txt)
    • builders (txt)
    • runtimes (txt)
    • infrastructure (txt)
    • mysqldb (txt)
    • text_dataset (txt)
    • catalog (txt)
    • hpo (txt)
    • visualization (txt)
    • evaluations (txt)
    • aqua (txt)
    • finetuning (txt)
    • client (txt)
    • dummy_data (txt)
    • model (txt)
    • resources (txt)
    • common (txt)
    • server (txt)
    • modeldeployment (txt)
    • shaperecommend (txt)
    • strategies (txt)
    • training (txt)
    • extension (txt)
    • models (txt)
    • evaluation (txt)
    • config (txt)
    • utils (txt)
    • evaluation (txt)
    • verify_policies (txt)
    • telemetry (txt)
    • environment (txt)
    • type_discovery (txt)
    • automl (txt)
    • model (txt)
    • deployment (txt)
    • common (txt)
    • transformer (txt)
    • service (txt)
    • model_artifact_boilerplate (txt)
    • artifact_introspection_test (txt)
    • extractor (txt)
    • common (txt)
    • framework (txt)
    • runtime (txt)
    • schemas (txt)
    • serde (txt)
    • bds (txt)
    • database (txt)
    • opctl (txt)
    • spark (txt)
    • conda (txt)
    • backend (txt)
    • marketplace (txt)
    • models (txt)
    • decorator (txt)
    • operator (txt)
    • common (txt)
    • data (txt)
    • lowcode (txt)
    • anomaly (txt)
    • model (txt)
    • forecast (txt)
    • model (txt)
    • whatifserve (txt)
    • recommender (txt)
    • model (txt)
    • pii (txt)
    • model (txt)
    • processor (txt)
    • common (txt)
    • regression (txt)
    • deployment (txt)
    • model (txt)
    • runtime (txt)
    • model (txt)
    • distributed (txt)
    • common (txt)
    • templates (txt)
    • diagnostics (txt)
    • config (txt)
    • yaml_parsers (txt)
    • distributed (txt)
    • diagnostics (txt)
    • distributed (txt)
    • docker (txt)
    • operator (txt)
    • pipeline (txt)
    • schema (txt)
    • visualizer (txt)
    • builders (txt)
    • infrastructure (txt)
    • secrets (txt)
    • common (txt)
    • decorator (txt)
    • artifact (txt)
    • function (txt)
    • dbmixin (txt)
    • experiments (txt)
    • dataset (txt)
    • mixin (txt)
    • oracledb (txt)
    • data_labeling (txt)
    • loader (txt)
    • visualizer (txt)
    • interface (txt)
    • parser (txt)
    • reader (txt)
    • mixin (txt)
    • templates (txt)
    • schemas (txt)
    • slurm (txt)
    • explanations (txt)
    • .github (github)
    • workflows (txt)
    • set-dummy-conf (txt)
    • test-env-setup (txt)
    • create-more-space (txt)
    • ISSUE_TEMPLATE (txt)
    • notebooks (txt)
    • slurm (txt)
    • tests (txt)
    • integration (txt)
    • jobs (txt)
    • other (txt)
    • hpo_tuner_test_files (txt)
    • model (txt)
    • image_files (txt)
    • scripts (txt)
    • model_deployment_test_files (txt)
    • container_default (txt)
    • models (txt)
    • container_all (txt)
    • models (txt)
    • fixtures (txt)
    • job_archive (txt)
    • my_package (txt)
    • opctl (txt)
    • operator (txt)
    • forecast (txt)
    • opctl_tests_files (txt)
    • linear_reg_test (txt)
    • spark_test (txt)
    • notebook_test (txt)
    • hello_world_test (txt)
    • folder (txt)
    • pipeline (txt)
    • model_deployment (txt)
    • unitary (txt)
    • with_extras (txt)
    • feature_engineering (txt)
    • vault (txt)
    • jobs (txt)
    • ads_string (txt)
    • langchain (txt)
    • embeddings (txt)
    • llms (txt)
    • chat_models (txt)
    • evaluator (txt)
    • hpo (txt)
    • operator (txt)
    • forecast (txt)
    • benchmarks (txt)
    • pii (txt)
    • ATTRIBUTION.md (markdown)
    • docs (txt)
    • Makefile (txt)
    • source (txt)
    • yaml_schema (txt)
    • jobs (txt)
    • scriptRuntime.html (html)
    • dataFlowRuntime.html (html)
    • dataScienceJob.yaml (yaml)
    • notebookRuntime.yaml (yaml)

    Loading code snippet…