Section 1Fundamental of Drug Discovery and Development
Lecture 1Introduction to R&D Process & drug discovery
Lecture 2Investigational New Drug Application
Lecture 3New Drug Application (NDA)
Lecture 4Basic concept and understanding of the Generic Drug
Lecture 5Abbreviated New Drug Application (ANDA)
Lecture 6Preformulation Study in Drug Development
Lecture 7Regulatory Requirements for Preformulation Study
Lecture 8Logical Sequence of Preformulation Study | Case Insights | Strategies for preformulation studies
Lecture 9Regulatory Requirements for Non-clinical Studies | Types of Non-clinical studies
Lecture 10Types and Timing of Non-clinical Studies
Lecture 11Exploratory IND Vs. Traditional IND
Lecture 12Patent & Exclusivity - Strategic Understanding | Patent Restoration| Orphan Drug Exclusivity (ODE) | NCE & NCI Exclusivity | GAIN Exclusivity | Pediatric Exclusivity | 180 days exclusivity
Lecture 13Orphan Drug Designation
Lecture 14Review on Drug Discovery and Development
Lecture 15Understanding on Clinical Trials and Clinical Research
Lecture 16Clinical Trial Protocol Writing
Lecture 17Ethics in Clinical Research
Lecture 18Informed Consent | Practical Training on preparing ICF | Ready Templates
Lecture 19FDA Forms and How to fill the resources
Lecture 20Strategic Discussion: PreIND, EOP1, EOP2 - What to expect !
Lecture 21Chemistry, Manufacturing & Controls
Lecture 22Fundamental of CMC | Detailed understanding of CMC section writing | Important Points regarding CMC | Drug Product and Drug Substance | Excipient, FP, Analysis and Stability Study Requirements
Lecture 23505(j) ANDA, 505(b)(2) NDA, 505(b)(1) NDA
Lecture 24Advance Learning on 505B2 Pathway
Lecture 25Authorized Generics: Key Understanding
Lecture 26USFDA expedited programs
Lecture 27Complete Response Letter | Key understanding | Management and Action Plan
Lecture 28Introduction to ICH | Members | Guidelines
Lecture 29ICH Q1 : Stability Guideline | Matrixing | Bracketing
Lecture 30ICH Q2 : Analytical Validation
Lecture 31ICH Q3 : Impurities
Lecture 32Rest of ICH Q Family Guidelines
Lecture 33Emergency Use Authorization (EUA) | EUA Pathways | Criteria | Justification | Early Discussion with FDA | LOA | Factsheets
Lecture 34Handling of orange book
Section 2Good Manufacturing Practices
Lecture 35Certification Pharmaceutical Companies / Plants
Lecture 36Premises & Plant Layout Designing
Lecture 37Sanitation and Hygiene
Lecture 38Equipment
Lecture 39Production Modules
Lecture 40GMP Documentation
Lecture 41Quality Control
Lecture 42Handling of Product Complaint
Lecture 43GMP Storage
Lecture 44ISO and ISO Audits
Lecture 45Pharmaceutical SOPs
Lecture 46PDE Value | Importance, Significance | How to calculate PDE value
Lecture 47Quality Risk Management | ICH Q9 | ISO 14971 | Principle of Risk Management
Lecture 48Introduction to Certificate of Pharmaceutical Product | Types of CoPP | List of Countries / Regulatory Authorities who requires CoPP | CoPP as a part of generic market expansion planning
Lecture 49WHO-GMP Certification Scheme
Lecture 50Template of Certificate of Pharmaceutical product | Key observations and points to note while working on CoPP
Section 3 Submission Dossier : CTD | ACTD | DMF - SMF-ANDA | 505(b)(2) | NCE | Petittion| Prior Approval Submission
Lecture 51Introduction to Common Technical Document (CTD)
Lecture 52CMC Dossier & Compliance Management
Lecture 53Electronic Common Technical Document (ECTD)
Lecture 54Advance Practical Training on Dossier Preparation focusing on drug registration in export countries
Lecture 55Modules on Stability Study : Stability Study - Fundamental Understanding | Interchangebility | Reports | API & FPP Stability Study
Lecture 56Key Consideration for Drug Master File Preparation and Submission
Lecture 57Practical Understanding on Drug Master File Preparation and Submission
Lecture 58Site Master File - Detailed Understanding
Lecture 59DMF Completeness Assessment
Lecture 60Drug Master File - Fees
Lecture 61Drug Master File - Global Perspective [Across Different Regions]
Lecture 62Importance of effective dossier management
Lecture 63Common deficiencies in CTD submission dossier
Lecture 64Certificate of Analysis
Lecture 65Detailed Understanding on ANDA Fees
Lecture 66Prior Approval Submission
Lecture 67Detailed Understanding on ANDA Fees
Lecture 68Detailed Understanding on 505(b)(2) VS. Suitability Petition : Case Based Learning
Lecture 69NCE Vs. 505b2 application - Case Based Learning
Lecture 70FTF - 180 Days Exclusivity - Case Based Learning
Lecture 71Classic case study of the 505b2 filing : Case Based Learning
Lecture 72Strategic Planning in Combating 30 months stay strategies of innovator company- Case Based Learning
Lecture 73Climate Zone
Lecture 74Stability Zone Finder
Lecture 75Stability Studies : Case discussions
Lecture 76Stability Data for Zone IV countries
Lecture 77Accelerated and intermediate testing conditions
Lecture 78Long Term Stability Testing Requirements
Lecture 79Stability Study Protocol Development - Dosage form: Capsule
Lecture 80Stability Data Sheet
Lecture 81Dossier Stability Test
Lecture 82Testing Frequency
Lecture 83Bracketing
Lecture 84Matrixing
Lecture 85PKPD in Drug Discovery | PK-PD trial | Understanding PKPD from regulatory perspective in drug approval process
Lecture 86Bioequivalence Study | Study design | Different types of BE Studies
Lecture 87Bioequivalence Study | Study design | Parallel Study | Crossover study design | Other alternative study designs | Blood Sampling Planning | Analyte | Bioanalytical Methods Validation | Statistical Model | Ln Transformation | Dose normalisation | Confidence interval acceptance criteria
Lecture 88Biopharmaceutical Classification System (BCS) | Types | Biowaivers | BCS tool for drug development and regulatory submission
Lecture 89Bioequivalence Study - Discussion - Timeline of stability study and bioequivalence study
Lecture 90Bioequivalence Study - Discussion - Dissolution Testing
Lecture 91Bioequivalence Study - Generic Approval and Additives Labeling Requirements
Lecture 92Introduction to Variation Management | Reasons for Variation | Working in Variation Department
Lecture 93Variation Classification | Basis of Classification | US and EU Variation Classification | Other region variation guideline.
Lecture 94Health Supplement - Stability Study | Study Design - Batch Selection | Testing Frequency | Reduced Batches | Storage Condition | Container Closure System
Section 4Quality issues, Warning Letter, CAPA and Data Integrity
Lecture 95Data Integrity issues in Pharmaceutical Industry
Lecture 96Establishment Inspection Report | 483 Observations | USFDA Warning Letter | Handling of FDA inspection | Closing of Warning Letter
Lecture 97Electronic Batch Record for effective compliance management | Key Understanding | Functionalities | Importance in managing data integrity
Lecture 98RTQs | Response to Queries | How to handle Regulatory Queries
Section 5Biopharmaceutical (Biologics and Biosimilar) Regulations
Lecture 99Introduction of Biologics
Lecture 100Classification of Biopharmaceutical
Lecture 101Introduction to Biologics and Biosimilar | Key differences | Concept of Reference Product
Lecture 102Differences in Chemical Drug Vs. Biologic Drugs | Key features of Biologic
Lecture 103Principle of Naming of Biologic | Understanding on MAB naming system
Lecture 104Recombinant protein
Lecture 105Monoclonal Antibodies Vs. Polyclonal Antibodies
Lecture 106Monoclonal Antibodies
Lecture 107Synthetic Immunomodulators
Lecture 108Production of Monoclonal Antibodies
Lecture 109Cytokines
Lecture 110Interferon
Lecture 111Erythropoiesis-stimulating agent
Lecture 112Biological Licensing Application (BLA) | 351(a) application | Form 356h | Differentiation with NDA | Timeline | Handling FDA queries
Lecture 113Abbreviated Biosimilar Application - 351(k): Advance Strategic Planning Process : Originator Vs. Biosimilar Development and Regulatory Approval Process | Reference Biologic | Purple Book | Data Requirements
Lecture 114Purple Book: Significance | Searching | Assignments
Lecture 115Vaccine development and approval Process
Lecture 116PDUFA For Biologics
Lecture 117Biosimilar Development Process
Lecture 118Strategic Consideration for Biosimilar Development
Lecture 119Bio-Manufacturing Process Information
Lecture 120Studies required for approval of biosimilar
Lecture 121Regulatory Requirements for Biosimilar | Stepwise evidence based development | Analytical Similarity | Clinical Study | PKPD study requirements | CMC expectation of Biosimilar
Lecture 122Comparability of Biologics | Different Categories of Comparability | General Principles
Lecture 123CQA (Critical Quality Attribute) and CPP (Critical Process Parameter)
Lecture 124ATMPs | Types and Classification | Regulatory Mechanism
Lecture 125mAB - At a glance
Lecture 126ATMPs - at a glance
Lecture 127CAR-T Therapy | Different Types of CAR-T Therapy | Mechanism of action | Challenges | Brainstorming on Concept of Personalized Medicine | Understanding on marketed formulation
Lecture 128Live Biotherapeutic Products | LBPs | Class | Mechanism | Indication Positioning | Regulatory Requirements for LBPs
Section 6European Drug Regulatory Affairs
Lecture 129Introduction to EU Regulation
Lecture 130Orientation to European Countries and National Regulatory Bodies
Lecture 131EU Drug Discovery Development to Commercialization (Step By Step)
Lecture 132Overview of EU Regulation
Lecture 133EMA and EMA Authorisation Process
Lecture 134EU MA Application Types and Strategic Planning
Lecture 135EU MA Procedure - Centralised, Decentralised, Mutual Recognition, National Procedure
Lecture 136EU MA Strategic Planning: Full, Full-mixed, hybrid applications. Generic, Similar biologic application pathway, Well-established use application, Fixed combination application, Informed consent application
Lecture 137Validity of the EU MA - Renewal steps, Cessation of the marketing authorisation, Significance of "Placed in Union Market", Suspension or withdrawal & EU MA for licensed products
Lecture 138Data Exclusivity and Market Protection - Supplementary Patent Protection, Exclusivity, 6/10 Rule, 8+2+1 Formulae
Lecture 139EU Orphan Medicinal Products Regulation
Lecture 140Conditional marketing authorisation | Marketing authorisation under exceptional circumstances
Lecture 141Summary of Product Characteristics
Lecture 142Compassionate Use
Lecture 143MHRA - UK Regulation
Lecture 144The 'sunset clause' for marketing authorisation of pharmaceuticals
Lecture 145Paediatric use marketing authorisation (PUMA) & Paediatric Investigation Plan (PIP)
Lecture 146EU variation -Types, Requirement & Planning - IA, IAIN, IB, II ; US FDA Variation AR, CBE-0, CBE-30, PAS - Strategic Discussion | Similarities & Differentiation
Lecture 147EU Prime Designation
Lecture 148Accelerated assessment by EMEA
Lecture 149EU Adaptive Pathway
Lecture 150European public assessment report (EPAR) - Importance, Component, Management, Updation
Lecture 151SPOR - Concept of Master Data Management
Lecture 152PDE Value : What is PDE value of API? Significance and How PDE value is derived?
Section 7References | Discussions
Lecture 153Comparison of Requirement of Various Regulatory Bodies
Lecture 154Comparison of Dossier Requirements of Europe and US
Lecture 155Comparison of DMF requirement of various regulatory bodies
Section 8US MEDICAL DEVICES | Development to Commercialization Cycle
Lecture 156Overview of US Medical Devices Market
Lecture 157Definition of Medical Devices
Lecture 158Classification of Medical Devices
Lecture 159Medical Devices Classification : Work File
Lecture 160Medical Device Development to Commercialization Process | Understanding Key Stages and respective stage level activities | Important MDR terminologies
Lecture 161How to establish the classification of the medical device
Lecture 162FDA Product Code Database : Hands on Training
Lecture 163513(g) Application : Request, User Fees, Review Process
Section 9510K PRE-MARKET NOTIFICATION
Lecture 164510k - Pre-market Notification
Lecture 165Predicate Devices | Substantially Equivalent (SE)
Lecture 166Understanding on 510k | Types of the 510k | Timeline | Difference with PMA
Lecture 167FDA decision making process for different classes of 510k applications
Lecture 168Review Test
Section 10PREMARKET APPROVAL (PMA) APPLICATION
Lecture 169Premarket approval (PMA) application
Lecture 170Differences between 510k VS. PMA
Lecture 171Data Requirements for A Premarket Approval (PMA) application
Lecture 172Data Requirements for A Premarket Approval (PMA) application
Lecture 173PMA Post Submission - Management of CRL - Timeline and Strategic Planning
Lecture 174Labeling Requirement for Medical Devices
Lecture 175Investigational Device Exemption | Device Clinical Research | Early/Expanded Access of Medical Devices | Q-Sub | IDE Submission Requirements
Lecture 176Medical Devices Development to Commercialization Stages | Devices Clinical Trial | Stages | Critical differences with pharmaceutical clinical trial
Lecture 177Medical Devices Post Approval Variations | PMA supplement | PMA amendments | Variation Management Strategic Planning
Lecture 178Expedited review of devices
Lecture 179Expiration Dating
Lecture 180Device Master Files
Lecture 181Unapproved use of Medical Devices
Lecture 182Marketing, Advertising and Promotion of Medical Devices
Lecture 183FDA 513(g)
Lecture 184DeNovo Petition - Types of DeNovo Pathways | Details of Review Process | Strategic Planning
Lecture 185Humanitarian Device Exemption (HDE)
Section 11EU Regulation of Medical Devices
Lecture 186EU MDR Classification
Lecture 187EU MDD | EU MDR | Articles | Rules | Pages | Annex | Key Changes in EU MDR
Lecture 188EU MDR | Annexes | Key notes
Lecture 189EU Medical Device Regulation System | MDR | IVDR | UDI | EUDAMED | Requirements for manufacturer | Importer | Distributor | Declaration of Conformity (DoC)
Lecture 190EU MDR Guideline | EU MDR - Annexes
Lecture 191EU MDR Conformity Assessment procedure | Assessment of various classes and types of the devices | Key points to consider | Conformity assessment master chart
Lecture 192EU MDR Authorized Representatives | Mandate | Role and Responsibilities
Lecture 193EU MDR Compliance Process
Lecture 194Thumb Rules of Classification as per EU MDR Guideline | Invasive | Non-invasive | Active | Special Devices
Lecture 195Review : DDF DHF DMR MDF DHR
Section 12QMS, Documentation and Dossier Preparation
Lecture 196Medical Device Technical File
Lecture 197Medical Device Dossier Preparation | Section Wise Dossier Preparation | Key Requirements regarding dossier | Points to note regarding each section of the dossier
Lecture 198Quality Management System (QMS) for medical devices company
Lecture 199Quality Risk Management | ICH Q9 | ISO 14971 | Principle of Risk Management
Lecture 200Comparing Medical Device Regulations | 510k Submission | Technical File | Design History File | Design Master File
Lecture 201Medical Device Essential Principle Checklist | Documentation | Open file
Lecture 202Implant Card | Regulatory Importance | Content | How to design
Section 13Medical Device Labeling Guideline | General Principles | Wherever applicable (specific) Labeling contents
Lecture 203Medical Device Labeling Guideline | General Principles | Wherever applicable (specific) Labeling contents
Lecture 204Instruction for Use (IFU) | Design and Development of IFU
Lecture 205UDI | Different Component | How to design
Section 14CE Marking
Lecture 206CE Marking | Introduction | Self Certification | General principles of the CE marking | Manufacturer Responsibilities | Third Party Medical Device Manufacturing & CE Marking | Step By Step CE Marking Process
Lecture 207CE Certification Readiness Checklist
Lecture 208NB Mock Audit Weighted Scoring Model Aligned with Severity Grading
Lecture 209Notified Body (NB) Audit Defense Documentation Framework
Lecture 210NB Audit Defense Question Bank - Defense Response
Lecture 211Executive CE Risk Heat Map
Lecture 212CE Certification Prime Module
Lecture 213CE- Self Certification
Lecture 214CE Certification Case Studies
Lecture 215CE Self-Certification Vs NB Route Comparison [Royed Training]
Lecture 216CE Route Decision Tree
Section 15ISO 13485
Lecture 217Introduction to ISO 13485 | Importance | Comparison with various other standards
Lecture 218ISO 13485 Documentations | Different Sections | Case Studies
Lecture 219ISO 13485: 2016 - Different Clauses
Section 16Combination Product Regulatory Affairs
Lecture 220Combination Products Regulatory Affairs | Definition | Types | Requirements | cGMP considerations | Risk Management | CAPA
Lecture 221Combination Product RFD Designation Process | Importance | Timeline | Outcome Management
Lecture 222Combination Products Pre-market Approval Process | Lead centers | Concept of Primary Mode of Action | Strategic Submission Pathways
Section 17Medical Device Regulation in India | CDSCO Regulation
Lecture 223Medical Devices Regulation in India | Overall understanding
Lecture 224Regulatory Landscape in India
Lecture 225Classification of the Medical Devices in India | Strategic Planning for the Submission
Lecture 226Notified and Non-notified Device | Submission Strategic Planning
Lecture 227Medical Devices Classification in India - Work Doc
Lecture 228Notified Devices | Registration Process
Lecture 229Medical Device Submission Strategic Pathways | Step by step Process
Lecture 230Medical Device Forms | Purposes
Lecture 231Non Regulatory Medical Devices
Lecture 232Medical Device Voluntary Registration | Documentation | Process
Lecture 233List of Notified Devices | Newly Notified Devices | Significance
Lecture 234List of Notified Bodies with CDSCO
Section 18Introduction to AI in QA RA
Lecture 235Introduction to AI
Lecture 236Basics of AI ML DL | Key Differences | Application in industry
Lecture 237Types of AI
Lecture 238AI Project | Overview
Lecture 239Comprehensive Training on AI Project | Managing Stages | AI Iteration
Lecture 240How machine learning
Lecture 241Understanding Regulatory Affairs – Traditional vs. Digital | 2 Case Study
Lecture 242Basics of AI for Regulatory Professionals | Understanding different models used in RA | Case Study | Simulation
Lecture 243AI Application across drug life cycle | Case Analysis | Model predictions
Lecture 244AI Terms with Regulatory Significance | Regulatory Applications
Lecture 245NLP in Regulatory Affairs | Conceptual understanding | Usage | NLP in Labeling
Lecture 246Data Grouping with Unsupervised Learning | Case Simulation | Hands on Exercise
Lecture 247Quality Data and Bias | Bias in datasets | Different Types of Bias in Pharma Datasets
Lecture 248AI Data Quality Standard | Checklist
Lecture 249Download AI Data Quality Checklist
Lecture 250Case Study: Accelerated Approval Using Real-World Evidence AI
Lecture 251AI Model for Dossier Submission and Filing - Model Selection | Simulation
Lecture 252AI Technologies in RA
Lecture 253Structured Vs. Unstructured Data | Practical Understanding | Explore Patient Datasets
Lecture 254Sample Data Exercise | Data error | Data Refinement and Cleaning of the data
Section 19AI in Regulatory Authoring and CMC Writing
Lecture 255AI-Powered Regulatory Document Authoring and CMC Writing
Lecture 256AI Tools Comparison - Authoring and CMC Writing (Module 2 & 3)
Lecture 257Tips for Selecting AI Tools (CMC Authoring)
Lecture 258CMC - AI Workflow Checklist | Simulation Based Cases
Lecture 259HITL Regulatory Document Authoring
Lecture 260Confidence Score in Regulatory Authoring | Case Simulation in CMC Authoring
Lecture 261Confidence Scores in Data Extract in Regulatory Writing [Case Simulation]
Section 20eCTD v4.0 Training
Lecture 262eCTDV4.0 Fundamental Understanding | Structures | Key Features
Lecture 263eCTDV4.0 Structure | Lifecycle Management
Lecture 264eCTD Validation | Managing Validation | Tool Types | Types of Error | Validation Error Management
Lecture 265eCTD Validation Tools
Lecture 266eCTD Publishing Cycle
Lecture 267HL7 - Structure and Understanding in the context of eCTD V4.0
Lecture 268Tips and Submission Readiness Checklist
Lecture 269eCTD Submission Checklist Format
Lecture 270Regulatory Publishing Document Control Challenges
Lecture 271Document Control Checklist
Lecture 272Leaf Structure Analysis | Common Error in Leaf Structuring
Lecture 273Formatting Rules Templated and Agency Specification
Lecture 274Versioning for Regulatory Publishing
Lecture 275File Naming Standard
Lecture 276Text Recognition and Optical Character Recognition (OCR)
Lecture 277Versioning File Naming OCR - How they work together
Lecture 278Final Document Assembly
Lecture 279Visual Diagram : eCTD Structure and XML Hierarchy
Lecture 280TOC and CI Management
Lecture 281Initial Submission & Maintenance Submission
Lecture 282Managing Lifecycle Operators - NEW REPLACE DELETE APPEND
Lecture 283eCTD Dossier Lifecycle - Multi Sequence View
Lecture 28410 Year eCTD Lifecycle : Sequence Evolution Diagram
Lecture 285Global Decision Tree - Classifying Post Approval Changes
Lecture 286eCTD Technical Validation | Typical issues | Resolutions
Lecture 287eCTD Validation Readiness Checklist
Lecture 288QC Checklist Design and Pre Submission Review
Lecture 289Submission Gateway | FDA ESG • EMA CESP • Health Canada Portal • PMDA Gateway
Lecture 290Regulatory Publishing Simulation
Lecture 291Pre-Gateway Submission Review Checklist | Post Submission Confirmation
Section 21AI and Data Integrity
Lecture 292AI and Data Integrity | Regulatory Documentation | Case Based Learning | Understanding Data Integrity Principles | Application and Use Cases
Lecture 293Cases of data breaches with explanation
Lecture 294Case Based Discussion : Data Breach in AI-Assisted CMC Drafting
Section 22AI in Regulatory Labelling and Artwork
Lecture 295CCDS Management
Lecture 296CCDS Management Tools - Native, AI Plus | Key Functionalities
Lecture 297AI Augmented Labelling Compliance System
Lecture 298Label Drift in CCDS Management | Simulation Case Study | AI Based Workflow in Label Drift detection and management
Lecture 299AI Review of Labels, PI and SMPC with help of the Case Based Simulation | 4 Case Simulations
Lecture 300CCDS Management Case Study | Pregnancy Warning Upgrade Case Study
Lecture 301CCDS Management Case Study | Dosage Section Conflict | Case Based Analysis
Lecture 302Centralized Artwork Operation | Mechanism | Operation Step Planning
Lecture 303Case Study on Centralized Artwork Operation [Recall Management]
Lecture 304Artwork Management Terms | Key Understanding on Terminologies | Usage in Artwork Cases
Section 23Real World Evidence and Real World Data | Strategic Decision Making
Lecture 305Evidence Based Decision Making | Combine evidences for decision making | Do we need more evidence?
Lecture 306RWD and RWE | Potential sources of RWE | Traditional RCTs vs. RWE | Case Study - RWE Programs | Influencing HCP decision-making
Lecture 307RWD and RWE in Product Lifecycle Management
Lecture 308RWD and RWE - Fit to use | Assessment
Lecture 309RWD data sources | Different types | Detailed understanding of each class
Lecture 310RWD Study Design
Lecture 311RWE Published Tool | Insights on commonly used tools
Lecture 312Healthcare Reimbursement Models : Value Based Care | Fee for Service (FFS) Model | Other Reimbursement Models
Lecture 313Consensus Narrative Review
Lecture 314Electronic Patient Data | EMR | EHR | Differences | Software architecture and characteristics
Lecture 315Active Surveillance Schemes | Active Case Finding |Sentinel Surveillance | Cohort Studies | Vaccine Safety Surveillance | Pharmacovigilance Programs | Disease Registries |Event Monitoring
Lecture 316RWD Characteristics
Lecture 317RCT vs. RWE Comparison | Case Based Analysis
Lecture 318RCT and RWE Comparison
Section 24Working on Healthcare Datasets
Lecture 319Introduction to Healthcare Datasets
Lecture 320Dataset 1: Claims Data (Insurance)
Lecture 321Dataset 2: Retail Pharmacy Prescription Data
Lecture 322Dataset 3: Longitudinal Patient Data
Lecture 323Characteristics of Different Set of Healthcare Data
Lecture 324Reimbursement and Pricing Datasets
Lecture 325RWE Data Sources & Quality Considerations Checklist | Case Based Analysis
Lecture 326Triangulation and benchmarking | Enhancing Data Validation Through Cross-Referencing
Lecture 327RWD & RWE Case Database
Lecture 328RWE Large Dataset for Data Crunching Exercises |Data cleaning & preprocessing | Comparative Effectiveness Analysis
Section 25AI Tools, Ethics and Future Landscape
Lecture 329AI Reg Tools - Review | Understanding Capabilities
Lecture 330Regulatory Authority View on AI Adoption
Lecture 331Data Sensitivity | Levels | Consequences | Management
Lecture 332Governance Flowchart – AI Tools in GxP Environments
Section 26AI Tools
Lecture 333RA Example - Generalist Vs. Specialist AI Tools
Lecture 334AI Generalist Overview (Life Science Focus)
Lecture 335Horizontal vs Vertical AI Tools
Lecture 336AI Tool Assessment Test
Lecture 337Citation Verification Workflow | AI Tools Management | Hallucination and HITL Action Plan
Section 27Prompt Engineering
Lecture 338Prompt Engineering – Basic Foundations of Prompt Writing | Different Prompt Framework | Case Based Examples
Lecture 339Special Prompting Structure - Case Based Prompt Designing
Lecture 340Special Prompting Structure - Case Based Prompt Designing
Lecture 341Workflow for writing AI Prompts with Life Science Industry Use Cases
Lecture 342PE Parameters | Controlling Creativity, Accuracy, and Output Behavior for Life-Science Applications | Simulation based decision making
Lecture 343How to adjust the parameters | Techniques
Lecture 344Creating A Detailed Regulatory Prompt | Designing Structured Prompt in Code Editor