Udemy - Build AI Applications with OpenAI APIs and ChatGPT Models

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - Welcome & How to Use This Course
• 1 - Course Welcome & Outcomes.mp4 (19.7 MB)
10 - Costs, Scaling & Ops
• 1 - Cost Optimization Batching & Prompt Trimming.mp4 (58.6 MB)
• 2 - Autoscaling Patterns & Backpressure Simulation.mp4 (46.8 MB)
• 3 - Rate Limiting & Throttling.mp4 (46.6 MB)
demo-9-1-cost-optimization
• README.md (4.2 KB)
• cost_optimization_demo.py (11.1 KB)
• env (0.4 KB)
• requirements.txt (0.0 KB)
demo-9-2-autoscaling-backpressure
• README.md (4.5 KB)
• autoscaling_backpressure_demo.py (12.0 KB)
• env (0.2 KB)
• requirements.txt (0.0 KB)
demo-9-3-rate-limiting
• README.md (3.8 KB)
• env (0.4 KB)
• rate_limit_demo.py (10.7 KB)
• requirements.txt (0.0 KB)
11 - Security, Privacy & Responsible AI
• 1 - Prompt-Injection Attacks & Mitigations.mp4 (62.0 MB)
• 2 - Input Sanitization & Output Validation.mp4 (52.4 MB)
• 3 - Data Retention & Redaction.mp4 (53.3 MB)
demo-10-1-prompt-injection
• README.md (4.4 KB)
data docs
• clean_doc.txt (0.5 KB)
• injected_doc.txt (1.1 KB)
• env (0.2 KB)
• prompt_injection_demo.py (10.7 KB)
• requirements.txt (0.0 KB)
demo-10-2-sanitization-validation
• README.md (4.3 KB)
• env (0.3 KB)
• input_sanitization_demo.py (11.2 KB)
• requirements.txt (0.0 KB)
demo-10-3-data-retention
• README.md (4.5 KB)
• env (0.2 KB)
• requirements.txt (0.0 KB)
• retention_redaction_demo.py (8.9 KB)
12 - Advanced Topics
• 1 - Multimodal Basics Image + Text.mp4 (123.8 MB)
• 2 - Retrieval at Scale with FAISS Sharding.mp4 (58.7 MB)
• 3 - Edge On-Device Inference.mp4 (115.5 MB)
demo-11-1-multimodal-basics
• README.md (2.7 KB)
• env (0.1 KB)
images
• README.txt (0.1 KB)
• office desk with coffee mug.png (1.7 MB)
• multimodal_demo.py (5.7 KB)
• requirements.txt (0.0 KB)
demo-11-2-faiss-sharding
• README.md (4.6 KB)
code
• sharded_faiss_demo.py (10.8 KB)
docs shard_a_product
• product_overview.txt (0.4 KB)
shard_b_pricing
• billing_and_pricing.txt (0.4 KB)
shard_c_sdk
• sdk_mobile.txt (0.5 KB)
• env (0.4 KB)
• requirements.txt (0.0 KB)
demo-11-3-edge-on-device
• README.md (4.7 KB)
code
• edge_inference_demo.py (5.6 KB)
• env (0.4 KB)
• requirements.txt (0.0 KB)
13 - Capstone Build, Demo & Reflect
• 1 - Capstone_Project_Guide.pdf.pdf (7.7 KB)
• 1 - Plan, Build & Demo Your Project.mp4 (45.5 MB)
2 - Quick Foundations
• 1 - What Is a Language Model.mp4 (14.0 MB)
• 2 - Chat Paradigm, Tokens & Temperature.mp4 (17.3 MB)
• 3 - Safety Pitfalls & When to Use LLMs.mp4 (25.8 MB)
• 4 - Quick OpenAI API Overview.mp4 (38.4 MB)
3 - Setup, Demo Modes & Reproducibility
• 1 - Environment & IDE Setup.mp4 (13.3 MB)
• 2 - API Keys, Secrets & Best Practices.mp4 (217.8 MB)
• 3 - Quick Endpoints with FastAPI & Express.mp4 (176.5 MB)
demo-2-4-live
• README.md (6.0 KB)
• Start-Both.ps1 (0.3 KB)
• Start-FastAPI.ps1 (0.7 KB)
• Start-Node.ps1 (0.6 KB)
• Test-Request.ps1 (0.9 KB)
• gitignore (0.0 KB)
node-express
• app.js (4.8 KB)
• env_example (0.1 KB)
• package.json (0.2 KB)
python-fastapi
• env_example (0.1 KB)
• main.py (5.0 KB)
• requirements.txt (0.1 KB)
• start-both.sh (0.1 KB)
• start-fastapi.sh (0.5 KB)
• start-node.sh (0.4 KB)
• test-request.sh (0.5 KB)
module-02-lecture-02-demo
• README.md (1.8 KB)
code
• app.py (3.0 KB)
• config.py (0.7 KB)
• requirements.txt (0.0 KB)
• run.ps1 (0.3 KB)
• run.sh (0.3 KB)
• env_example (0.2 KB)
• github-actions-example.yml (0.6 KB)
• gitignore (0.1 KB)
logs
• expected-outputs.txt (0.2 KB)
mock
• summarize_response.json (0.4 KB)
• secrets_best_practices.md (1.3 KB)
tests
• test_config.py (0.2 KB)
4 - Prompt Engineering in Practice
• 1 - Iterative Prompt Improvement.mp4 (68.1 MB)
• 2 - System vs User vs Assistant Messages.mp4 (49.6 MB)
• 3 - Output Schemas & JSON Parsers.mp4 (119.5 MB)
• 4 - Prompt Pipelines & Automated Checks.mp4 (95.5 MB)
• 5 - Code Generation & Validation.mp4 (59.2 MB)
demo-3-1-iterative-prompt-improvement
• README.md (2.0 KB)
• Run-IterativePrompt.ps1 (0.5 KB)
code
• iterative_prompt.py (5.6 KB)
• requirements.txt (0.0 KB)
• env (0.1 KB)
• env_example (0.1 KB)
• run-iterative-prompt.sh (0.3 KB)
demo-3-2-message-structures
• README.md (3.0 KB)
• Run-MessageRoles.ps1 (0.3 KB)
code
• message_roles_demo.py (5.9 KB)
• requirements.txt (0.0 KB)
• env (0.1 KB)
• env_example (0.1 KB)
• run-message-roles.sh (0.2 KB)
demo-3-3-output-schemas
• README.md (3.2 KB)
code
• output_schema_demo.py (10.4 KB)
• requirements.txt (0.0 KB)
• env (0.1 KB)
demo-3-4-prompt-pipelines
• README.md (4.8 KB)
code
• prompt_pipeline_demo.py (11.0 KB)
• requirements.txt (0.0 KB)
• env (0.1 KB)
demo-3-5-code-gen-validation
• README.md (4.8 KB)
code
• code_generation_demo.py (10.8 KB)
• requirements.txt (0.0 KB)
• env (0.1 KB)
5 - Retrieval-Augmented Generation (RAG)
• 1 - RAG vs Plain Prompts.mp4 (55.9 MB)
• 2 - Build a Local FAISS Index.mp4 (54.5 MB)
• 3 - RAG Pipeline with Precomputed Embeddings.mp4 (65.5 MB)
• 4 - Context Windows & Prompt Stitching.mp4 (101.5 MB)
demo-4-1-rag-vs-plain
• README.md (5.3 KB)
code
• rag_vs_plain_demo.py (8.1 KB)
• requirements.txt (0.0 KB)
docs
• billing_and_pricing.txt (0.6 KB)
• product_overview.txt (0.5 KB)
• usage_limits.txt (0.6 KB)
• env (0.1 KB)
demo-4-2-faiss-index
• README.md (5.6 KB)
code
• faiss_index_demo.py (10.3 KB)
• requirements.txt (0.0 KB)
docs
• billing_and_pricing.txt (0.6 KB)
• product_overview.txt (0.5 KB)
• usage_limits.txt (0.6 KB)
• env (0.2 KB)
demo-4-3-rag-precomputed
• README.md (6.8 KB)
code
• build_embeddings_index.py (3.7 KB)
• rag_precomputed_demo.py (8.1 KB)
• requirements.txt (0.0 KB)
docs
• billing_and_pricing.txt (0.6 KB)
• product_overview.txt (0.5 KB)
• usage_limits.txt (0.6 KB)
• env (0.2 KB)
demo-4-4-context-window
• README.md (5.1 KB)
code
• context_window_demo.py (10.7 KB)
• requirements.txt (0.0 KB)
docs
• advanced_features.txt (0.9 KB)
• getting_started_part1.txt (1.0 KB)
• getting_started_part2.txt (1.2 KB)
• env (0.3 KB)
6 - Fine-Tuning & Customization
• 1 - Dataset Prep & Validation.mp4 (103.8 MB)
• 2 - Fine-Tune Workflow End to End.mp4 (287.8 MB)
• 3 - Alternatives to Fine-Tuning.mp4 (59.6 MB)
demo-5-1-dataset-prep
• README.md (5.4 KB)
code
• dataset_prep_demo.py (6.4 KB)
• requirements.txt (0.0 KB)
data raw
• raw_examples.json (4.8 KB)
• env (0.2 KB)
demo-5-2-fine-tune-workflow
• README.md (5.6 KB)
code
• fine_tune_workflow_demo.py (8.6 KB)
data processed
• eval.jsonl (1.3 KB)
• train.jsonl (5.1 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
demo-5-3-alternatives
• README.md (5.9 KB)
code
• alternatives_demo.py (7.1 KB)
data docs
• acme_free_tier.txt (0.4 KB)
• acme_support_style.txt (0.3 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
7 - Building Chat Apps Web
• 1 - App Architectures Serverless vs Serverful.mp4 (19.5 MB)
• 2 - Streaming & Real-Time Chat Backend.mp4 (53.5 MB)
• 3 - React Chat UI with Streaming & Markdown.mp4 (115.1 MB)
demo-6-1-app-architectures
• README.md (5.0 KB)
code
• app_arch_demo.py (8.2 KB)
demo-6-2-streaming-chat
• README.md (4.8 KB)
code
• streaming_chat_demo.py (4.8 KB)
• env (0.2 KB)
• requirements.txt (0.0 KB)
demo-6-3-react-chat-stream
• README.md (5.8 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
server
• main.py (5.6 KB)
web
• index.html (0.3 KB)
• package.json (0.4 KB)
src
• App.jsx (4.4 KB)
components
• ChatMessage.jsx (1.5 KB)
• index.css (3.4 KB)
• main.js?1768657604265x (0.2 KB)
• vite.config.js (0.2 KB)
8 - Agents, Tools & Safe Execution
• 1 - Agent Basics Orchestrating Tools.mp4 (40.9 MB)
• 2 - Code-Execution Tool with Sandboxed Tests.mp4 (181.3 MB)
• 3 - Tool Validation & Safety Guardrails.mp4 (69.2 MB)
demo-7-1-agent-basics
• README.md (4.0 KB)
• agent_demo.py (9.2 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
demo-7-2-code-exec-sandbox
• README.md (5.2 KB)
• agent_code_exec_demo.py (9.6 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
sandbox
• __init__.py (0.0 KB)
• sandbox_runner.py (5.9 KB)
• tests_catalog.py (2.2 KB)
demo-7-3-tool-guardrails
• README.md (4.4 KB)
• env (0.3 KB)
• requirements.txt (0.0 KB)
• tool_guardrails_demo.py (13.9 KB)
9 - Testing, Monitoring & Observability
• 1 - Unit & Integration Testing LLM Outputs.mp4 (58.3 MB)
• 2 - Evaluation Harness & Human Review Queue.mp4 (89.3 MB)
• 3 - Simple Observability with Logs & SQLite.mp4 (78.2 MB)
demo-8-1-llm-testing
• README.md (3.3 KB)
• env (0.3 KB)
• llm_testing_demo.py (9.2 KB)
• requirements.txt (0.0 KB)
demo-8-2-eval-harness
• README.md (3.7 KB)
data
• eval_tasks.jsonl (1.7 KB)
• env (0.3 KB)
• eval_harness_demo.py (8.3 KB)
• requirements.txt (0.0 KB)
demo-8-3-observability
• README.md (4.4 KB)
• env (0.2 KB)
• observability_demo.py (10.9 KB)
• requirements.txt (0.0 KB)
• Bonus Resources.txt (0.1 KB)