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https://shevsconnectinstitute.com/lessons/34-data-subject-rights-under-kenyan-law/ 2026-06-10T07:00:18+00:00 https://shevsconnectinstitute.com/lessons/35-consent-and-lawful-processing-of-kenyan-health-data/ 2026-06-10T07:01:11+00:00 https://shevsconnectinstitute.com/lessons/36-cross-border-transfer-rules-from-kenya/ 2026-06-10T07:02:07+00:00 https://shevsconnectinstitute.com/lessons/37-data-localisation-and-its-practical-implications/ 2026-06-10T07:02:57+00:00 https://shevsconnectinstitute.com/lessons/38-the-african-union-malabo-convention-and-regional-trends/ 2026-06-10T07:03:44+00:00 https://shevsconnectinstitute.com/lessons/39-sector-guidance-for-health-and-research-in-kenya/ 2026-06-10T07:04:19+00:00 https://shevsconnectinstitute.com/lessons/41-information-security-fundamentals-the-cia-triad/ 2026-06-10T07:07:06+00:00 https://shevsconnectinstitute.com/lessons/42-access-control-models-and-least-privilege/ 2026-06-10T07:07:46+00:00 https://shevsconnectinstitute.com/lessons/43-authentication-multi-factor-authentication-and-identity-management/ 2026-06-10T07:08:33+00:00 https://shevsconnectinstitute.com/lessons/44-encryption-at-rest-and-in-transit/ 2026-06-10T07:09:49+00:00 https://shevsconnectinstitute.com/lessons/45-secure-annotation-environments-and-safe-remote-work/ 2026-06-10T07:10:27+00:00 https://shevsconnectinstitute.com/lessons/46-data-retention-and-secure-deletion/ 2026-06-10T07:11:12+00:00 https://shevsconnectinstitute.com/lessons/47-logging-monitoring-and-audit-trails/ 2026-06-10T07:11:59+00:00 https://shevsconnectinstitute.com/lessons/48-vendor-and-third-party-risk-management/ 2026-06-10T07:12:47+00:00 https://shevsconnectinstitute.com/lessons/20-synthetic-data-as-a-privacy-protecting-tool/ 2026-06-10T07:16:37+00:00 https://shevsconnectinstitute.com/lessons/10-building-a-culture-of-compliance/ 2026-06-10T07:16:53+00:00 https://shevsconnectinstitute.com/lessons/30-comparing-frameworks-and-finding-common-ground/ 2026-06-10T07:17:10+00:00 https://shevsconnectinstitute.com/lessons/40-compliance-for-an-ai-annotation-business-operating-in-kenya/ 2026-06-10T07:17:21+00:00 https://shevsconnectinstitute.com/lessons/51-building-a-compliance-program/ 2026-06-10T07:18:30+00:00 https://shevsconnectinstitute.com/lessons/52-data-protection-impact-assessments-dpias/ 2026-06-10T07:18:58+00:00 https://shevsconnectinstitute.com/lessons/53-policies-standard-operating-procedures-and-staff-training/ 2026-06-10T07:19:34+00:00 https://shevsconnectinstitute.com/lessons/54-records-of-processing-activities/ 2026-06-10T07:20:34+00:00 https://shevsconnectinstitute.com/lessons/55-internal-audits-and-ongoing-compliance-monitoring/ 2026-06-10T07:21:14+00:00 https://shevsconnectinstitute.com/lessons/56-preparing-for-regulator-inspections/ 2026-06-10T07:22:13+00:00 https://shevsconnectinstitute.com/lessons/57-incident-detection-and-classification/ 2026-06-10T07:23:41+00:00 https://shevsconnectinstitute.com/lessons/58-breach-response-and-notification-workflows/ 2026-06-10T07:24:17+00:00 https://shevsconnectinstitute.com/lessons/59-post-incident-review-and-remediation/ 2026-06-10T07:24:50+00:00 https://shevsconnectinstitute.com/lessons/60-capstone-planning-scoping-a-compliance-framework-project/ 2026-06-10T07:25:08+00:00 https://shevsconnectinstitute.com/lessons/50-practical-security-habits-for-annotation-teams/ 2026-06-10T07:37:08+00:00 https://shevsconnectinstitute.com/lessons/50-practical-security-habits-for-annotation-teams-2/ 2026-06-10T07:37:35+00:00 https://shevsconnectinstitute.com/lessons/1-from-predictive-to-generative-ai-in-healthcare/ 2026-06-10T08:24:47+00:00 https://shevsconnectinstitute.com/lessons/2-anatomy-of-a-large-language-model-and-a-clinical-ai-system/ 2026-06-10T08:25:10+00:00 https://shevsconnectinstitute.com/lessons/3-why-human-evaluation-is-essential-to-safe-ai/ 2026-06-10T08:25:33+00:00 https://shevsconnectinstitute.com/lessons/4-the-evaluation-lifecycle-an-overview/ 2026-06-10T08:25:51+00:00 https://shevsconnectinstitute.com/lessons/5-capabilities-versus-safety-versus-alignment/ 2026-06-10T08:26:15+00:00 https://shevsconnectinstitute.com/lessons/6-clinical-use-cases-triage-documentation-and-decision-support/ 2026-06-10T08:26:43+00:00 https://shevsconnectinstitute.com/lessons/7-failure-modes-hallucination-omission-and-overconfidence/ 2026-06-10T08:27:02+00:00 https://shevsconnectinstitute.com/lessons/8-evaluation-metrics-101-helpful-harmless-and-honest/ 2026-06-10T08:27:22+00:00 https://shevsconnectinstitute.com/lessons/9-the-evaluators-mindset-and-common-cognitive-biases/ 2026-06-10T08:27:50+00:00 https://shevsconnectinstitute.com/lessons/10-regulatory-and-ethical-context-for-clinical-ai-evaluation/ 2026-06-10T08:28:12+00:00 https://shevsconnectinstitute.com/lessons/11-what-rlhf-is-and-why-it-works/ 2026-06-10T08:30:41+00:00 https://shevsconnectinstitute.com/lessons/12-the-rlhf-pipeline-sft-reward-model-and-policy-optimisation/ 2026-06-10T08:31:10+00:00 https://shevsconnectinstitute.com/lessons/13-supervised-fine-tuning-data-and-writing-demonstrations/ 2026-06-10T08:31:27+00:00 https://shevsconnectinstitute.com/lessons/14-preference-data-and-comparison-labelling/ 2026-06-10T08:31:44+00:00 https://shevsconnectinstitute.com/lessons/15-reward-models-explained-for-annotators/ 2026-06-10T08:32:01+00:00 https://shevsconnectinstitute.com/lessons/16-policy-optimisation-ppo-explained-conceptually/ 2026-06-10T08:32:19+00:00 https://shevsconnectinstitute.com/lessons/17-rlaif-and-constitutional-approaches-to-feedback/ 2026-06-10T08:32:36+00:00 https://shevsconnectinstitute.com/lessons/18-direct-preference-optimisation-dpo-and-newer-methods/ 2026-06-10T08:33:01+00:00 https://shevsconnectinstitute.com/lessons/19-the-role-of-human-annotators-across-the-pipeline/ 2026-06-10T08:33:20+00:00 https://shevsconnectinstitute.com/lessons/20-why-data-quality-has-an-outsized-impact-on-model-behaviour/ 2026-06-10T08:33:40+00:00 https://shevsconnectinstitute.com/lessons/21-designing-effective-evaluation-rubrics/ 2026-06-10T08:36:23+00:00 https://shevsconnectinstitute.com/lessons/22-defining-helpfulness-harmlessness-and-honesty-operationally/ 2026-06-10T08:36:46+00:00 https://shevsconnectinstitute.com/lessons/23-likert-scales-binary-judgements-and-rankings/ 2026-06-10T08:37:05+00:00 https://shevsconnectinstitute.com/lessons/24-writing-unambiguous-annotation-guidelines/ 2026-06-10T08:37:25+00:00 https://shevsconnectinstitute.com/lessons/25-running-calibration-sessions-with-worked-examples/ 2026-06-10T08:37:40+00:00 https://shevsconnectinstitute.com/lessons/26-single-response-grading-workflows/ 2026-06-10T08:38:05+00:00 https://shevsconnectinstitute.com/lessons/27-prompt-taxonomy-and-designing-for-coverage/ 2026-06-10T08:38:45+00:00 https://shevsconnectinstitute.com/lessons/28-domain-specific-clinical-evaluation-criteria/ 2026-06-10T08:39:11+00:00 https://shevsconnectinstitute.com/lessons/29-handling-subjectivity-and-legitimate-disagreement/ 2026-06-10T08:39:40+00:00 https://shevsconnectinstitute.com/lessons/30-documentation-and-guideline-versioning/ 2026-06-10T08:40:02+00:00 https://shevsconnectinstitute.com/lessons/31-pairwise-comparison-fundamentals/ 2026-06-10T08:42:09+00:00 https://shevsconnectinstitute.com/lessons/32-multi-response-ranking-workflows/ 2026-06-10T08:43:17+00:00 https://shevsconnectinstitute.com/lessons/33-handling-ties-and-both-responses-are-poor-cases/ 2026-06-10T08:43:50+00:00 https://shevsconnectinstitute.com/lessons/34-capturing-rationale-and-chain-of-thought-feedback/ 2026-06-10T08:44:28+00:00 https://shevsconnectinstitute.com/lessons/35-detecting-and-avoiding-reward-hacking/ 2026-06-10T08:44:46+00:00 https://shevsconnectinstitute.com/lessons/36-length-bias-sycophancy-and-other-annotation-artifacts/ 2026-06-10T08:45:03+00:00 https://shevsconnectinstitute.com/lessons/37-inter-rater-reliability-for-preference-data/ 2026-06-10T08:45:21+00:00 https://shevsconnectinstitute.com/lessons/38-building-balanced-representative-preference-datasets/ 2026-06-10T08:45:36+00:00 https://shevsconnectinstitute.com/lessons/39-from-human-annotations-to-reward-model-training-overview/ 2026-06-10T08:46:03+00:00 https://shevsconnectinstitute.com/lessons/40-evaluating-reward-model-quality/ 2026-06-10T08:46:22+00:00 https://shevsconnectinstitute.com/lessons/41-what-red-teaming-for-ai-involves/ 2026-06-10T08:48:17+00:00 https://shevsconnectinstitute.com/lessons/42-adversarial-prompting-techniques/ 2026-06-10T08:48:35+00:00 https://shevsconnectinstitute.com/lessons/43-awareness-of-jailbreaks-and-prompt-injection/ 2026-06-10T08:48:52+00:00 https://shevsconnectinstitute.com/lessons/44-a-taxonomy-of-clinical-safety-harms/ 2026-06-10T08:49:22+00:00 https://shevsconnectinstitute.com/lessons/45-medical-misinformation-and-harm-severity-scoring/ 2026-06-10T08:49:48+00:00 https://shevsconnectinstitute.com/lessons/46-evaluating-dangerous-capabilities-in-health-contexts/ 2026-06-10T08:50:42+00:00 https://shevsconnectinstitute.com/lessons/47-bias-fairness-and-equity-testing/ 2026-06-10T08:51:21+00:00 https://shevsconnectinstitute.com/lessons/48-sensitive-edge-cases-emergencies-mental-health-and-self-harm-content/ 2026-06-10T08:51:55+00:00 https://shevsconnectinstitute.com/lessons/49-escalation-documentation-and-responsible-disclosure/ 2026-06-10T08:52:41+00:00 https://shevsconnectinstitute.com/lessons/50-building-a-structured-red-team-test-suite/ 2026-06-10T08:52:43+00:00 https://shevsconnectinstitute.com/lessons/51-designing-an-evaluation-campaign-end-to-end/ 2026-06-10T08:55:19+00:00 https://shevsconnectinstitute.com/lessons/52-sampling-strategies-and-sourcing-prompts/ 2026-06-10T08:55:48+00:00 https://shevsconnectinstitute.com/lessons/53-annotation-tooling-for-rlhf-at-scale/ 2026-06-10T08:56:07+00:00 https://shevsconnectinstitute.com/lessons/54-balancing-throughput-quality-and-cost/ 2026-06-10T08:56:39+00:00 https://shevsconnectinstitute.com/lessons/55-aggregating-human-judgements-into-metrics/ 2026-06-10T08:57:00+00:00 https://shevsconnectinstitute.com/lessons/56-a-b-model-comparison-and-win-rate-analysis/ 2026-06-10T08:57:20+00:00 https://shevsconnectinstitute.com/lessons/57-monitoring-clinical-ai-in-deployment/ 2026-06-10T08:57:38+00:00 https://shevsconnectinstitute.com/lessons/58-continuous-evaluation-and-regression-testing/ 2026-06-10T08:57:54+00:00 https://shevsconnectinstitute.com/lessons/59-audit-trails-reproducibility-and-governance/ 2026-06-10T08:58:11+00:00 https://shevsconnectinstitute.com/lessons/60-capstone-planning-scoping-an-evaluation-and-feedback-project/ 2026-06-10T08:58:26+00:00 https://shevsconnectinstitute.com/lessons/1-the-medical-imaging-ecosystem-and-why-high-quality-annotation-matters/ 2026-06-10T09:29:54+00:00 https://shevsconnectinstitute.com/lessons/2-imaging-modalities-at-a-glance-x-ray-ct-mri-ultrasound-and-pet/ 2026-06-10T09:30:32+00:00 https://shevsconnectinstitute.com/lessons/3-essential-human-anatomy-for-annotators/ 2026-06-10T09:31:14+00:00 https://shevsconnectinstitute.com/lessons/4-radiological-orientation-body-planes-and-standard-views/ 2026-06-10T09:31:51+00:00 https://shevsconnectinstitute.com/lessons/5-the-dicom-standard-and-reading-medical-image-metadata/ 2026-06-10T09:32:49+00:00 https://shevsconnectinstitute.com/lessons/6-windowing-contrast-and-interpreting-grayscale-images/ 2026-06-10T09:33:25+00:00 https://shevsconnectinstitute.com/lessons/7-common-imaging-artifacts-and-how-they-affect-labels/ 2026-06-10T09:34:51+00:00 https://shevsconnectinstitute.com/lessons/8-the-clinical-workflow-from-scanner-to-ai-training-set/ 2026-06-10T09:35:46+00:00 https://shevsconnectinstitute.com/lessons/9-roles-in-an-annotation-team-and-the-annotation-lifecycle/ 2026-06-10T09:36:20+00:00 https://shevsconnectinstitute.com/lessons/10-ethics-patient-safety-and-the-real-stakes-of-mislabelling/ 2026-06-10T09:36:38+00:00 https://shevsconnectinstitute.com/lessons/11-survey-of-medical-annotation-platforms-3d-slicer-monai-label-cvat-and-more/ 2026-06-10T09:40:45+00:00 https://shevsconnectinstitute.com/lessons/12-annotation-primitives-bounding-boxes-polygons-keypoints-and-masks/ 2026-06-10T09:41:12+00:00 https://shevsconnectinstitute.com/lessons/13-pixel-level-segmentation-versus-region-level-labelling/ 2026-06-10T09:41:42+00:00 https://shevsconnectinstitute.com/lessons/14-annotation-file-formats-coco-nifti-dicom-seg-and-mask-images/ 2026-06-10T09:42:08+00:00 https://shevsconnectinstitute.com/lessons/15-setting-up-a-project-label-schema-ontology-and-class-definitions/ 2026-06-10T09:42:31+00:00 https://shevsconnectinstitute.com/lessons/16-hotkeys-productivity-techniques-and-ergonomic-annotation/ 2026-06-10T09:42:58+00:00 https://shevsconnectinstitute.com/lessons/17-layer-management-and-multi-label-workflows/ 2026-06-10T09:43:23+00:00 https://shevsconnectinstitute.com/lessons/18-versioning-snapshots-and-annotation-provenance/ 2026-06-10T09:43:50+00:00 https://shevsconnectinstitute.com/lessons/19-importing-exporting-and-tool-interoperability/ 2026-06-10T09:44:13+00:00 https://shevsconnectinstitute.com/lessons/20-building-a-reproducible-personal-annotation-workflow/ 2026-06-10T09:44:36+00:00 https://shevsconnectinstitute.com/lessons/21-chest-x-ray-annotation-landmarks-and-common-pathologies/ 2026-06-10T09:48:24+00:00 https://shevsconnectinstitute.com/lessons/22-bone-and-fracture-annotation-on-plain-film/ 2026-06-10T09:48:59+00:00 https://shevsconnectinstitute.com/lessons/23-ct-fundamentals-slices-hounsfield-units-and-volumes/ 2026-06-10T09:49:37+00:00 https://shevsconnectinstitute.com/lessons/24-organ-segmentation-on-ct-liver-lungs-kidneys/ 2026-06-10T09:50:07+00:00 https://shevsconnectinstitute.com/lessons/25-lesion-and-nodule-detection-classification-and-measurement/ 2026-06-10T09:51:02+00:00 https://shevsconnectinstitute.com/lessons/26-mri-sequences-and-what-each-reveals/ 2026-06-10T09:51:20+00:00 https://shevsconnectinstitute.com/lessons/27-brain-mri-annotation-structures-and-abnormalities/ 2026-06-10T09:51:59+00:00 https://shevsconnectinstitute.com/lessons/28-musculoskeletal-mri-annotation/ 2026-06-10T09:52:28+00:00 https://shevsconnectinstitute.com/lessons/29-multi-slice-and-volumetric-3d-annotation-strategies/ 2026-06-10T09:53:08+00:00 https://shevsconnectinstitute.com/lessons/30-radiology-reporting-standards-radlex-bi-rads-and-label-alignment/ 2026-06-10T09:53:27+00:00 https://shevsconnectinstitute.com/lessons/31-digital-pathology-and-whole-slide-imaging-wsi/ 2026-06-10T09:55:53+00:00 https://shevsconnectinstitute.com/lessons/32-cell-nucleus-and-tissue-annotation-at-the-microscopic-level/ 2026-06-10T09:56:30+00:00 https://shevsconnectinstitute.com/lessons/33-tumour-region-delineation-and-support-for-grading/ 2026-06-10T09:57:04+00:00 https://shevsconnectinstitute.com/lessons/34-immunohistochemistry-and-stain-considerations/ 2026-06-10T09:57:38+00:00 https://shevsconnectinstitute.com/lessons/35-dermatology-imaging-lesions-and-the-abcde-criteria/ 2026-06-10T09:58:13+00:00 https://shevsconnectinstitute.com/lessons/36-skin-tone-diversity-and-equitable-annotation/ 2026-06-10T09:58:37+00:00 https://shevsconnectinstitute.com/lessons/37-ophthalmology-fundus-imaging-and-retinal-annotation/ 2026-06-10T09:59:24+00:00 https://shevsconnectinstitute.com/lessons/38-diabetic-retinopathy-grading-and-oct-annotation/ 2026-06-10T10:00:03+00:00 https://shevsconnectinstitute.com/lessons/39-maintaining-labelling-consistency-across-domains/ 2026-06-10T10:00:23+00:00 https://shevsconnectinstitute.com/lessons/40-working-with-domain-experts-and-securing-clinical-sign-off/ 2026-06-10T10:00:43+00:00 https://shevsconnectinstitute.com/lessons/41-what-ground-truth-really-means-in-medicine/ 2026-06-10T10:05:53+00:00 https://shevsconnectinstitute.com/lessons/42-sources-of-annotation-error-and-bias/ 2026-06-10T10:06:57+00:00 https://shevsconnectinstitute.com/lessons/43-designing-annotation-guidelines-that-scale-across-a-team/ 2026-06-10T10:07:24+00:00 https://shevsconnectinstitute.com/lessons/44-inter-annotator-agreement-metrics-iou-dice-cohens-kappa/ 2026-06-10T10:08:01+00:00 https://shevsconnectinstitute.com/lessons/45-consensus-adjudication-and-tie-breaking-workflows/ 2026-06-10T10:09:43+00:00 https://shevsconnectinstitute.com/lessons/46-gold-standard-sets-and-benchmark-creation/ 2026-06-10T10:10:38+00:00 https://shevsconnectinstitute.com/lessons/47-statistical-qa-sampling-and-review-cadences/ 2026-06-10T10:11:17+00:00 https://shevsconnectinstitute.com/lessons/48-feedback-loops-and-annotator-calibration/ 2026-06-10T10:12:29+00:00 https://shevsconnectinstitute.com/lessons/49-edge-cases-ambiguity-and-escalation-protocols/ 2026-06-10T10:13:12+00:00 https://shevsconnectinstitute.com/lessons/50-auditing-a-dataset-for-completeness-and-quality/ 2026-06-10T10:13:47+00:00 https://shevsconnectinstitute.com/lessons/51-3d-and-volumetric-segmentation-at-scale/ 2026-06-10T10:16:51+00:00 https://shevsconnectinstitute.com/lessons/52-temporal-annotation-video-cine-loops-and-functional-imaging/ 2026-06-10T10:17:21+00:00 https://shevsconnectinstitute.com/lessons/53-semi-automated-and-ai-assisted-annotation-model-in-the-loop/ 2026-06-10T10:17:51+00:00 https://shevsconnectinstitute.com/lessons/54-active-learning-and-prioritised-labelling/ 2026-06-10T10:18:21+00:00 https://shevsconnectinstitute.com/lessons/55-managing-large-datasets-and-storage-considerations/ 2026-06-10T10:18:39+00:00 https://shevsconnectinstitute.com/lessons/56-throughput-slas-and-production-metrics/ 2026-06-10T10:19:26+00:00 https://shevsconnectinstitute.com/lessons/57-de-identification-within-imaging-pipelines/ 2026-06-10T10:19:56+00:00 https://shevsconnectinstitute.com/lessons/58-building-a-portfolio-and-choosing-a-specialisation-track/ 2026-06-10T10:20:29+00:00 https://shevsconnectinstitute.com/lessons/59-career-pathways-senior-annotator-qa-lead-project-manager/ 2026-06-10T10:20:56+00:00 https://shevsconnectinstitute.com/lessons/60-capstone-planning-scoping-an-end-to-end-annotation-project/ 2026-06-10T10:21:15+00:00 https://shevsconnectinstitute.com/lessons/gene-expression-transcriptomics-data-annotation/ 2026-06-16T11:11:26+00:00 https://shevsconnectinstitute.com/lessons/metabolomics-proteomics-biochemical-pathway-data-annotation/ 2026-06-16T11:17:52+00:00 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