Security, Identity, and Compliance
Section 10 of AWS Certified ML Engineer course from Udemy.
Machine LearningAWSIAMVPC
Posts
Notes intended to summarize core concepts from various courses and personal self-learning endeavors. Blog posts recapping my travel and hiking experiences.
Machine Learning Operations with AWS
Section 9 of AWS Certified ML Engineer course from Udemy.
MLAWSMLOps
Building Generative AI Applications with Bedrock
Section 8 of AWS Certified ML Engineer course from Udemy.
Machine LearningFoundation ModelsGenerative AIAWS
Model Training, Tuning, and Evaluation
Section 6 of AWS Certified ML Engineer course from Udemy.
Machine LearningDeep LearningCloudAWS
Generative AI Model Fundamentals
Section 7 of AWS Certified ML Engineer course from Udemy.
Machine LearningMLFoundation ModelsGenerative AI
SageMaker
Section 5 of AWS Certified ML Engineer course from Udemy.
Machine LearningMLAINLP
Managed AI Services
Section 4 of AWS Certified ML Engineer course from Udemy.
Machine LearningAINLPComputer Vision
Data Transformation, Integrity, and Feature Engineering
Section 3 of AWS Certified ML Engineer course from Udemy.
Machine LearningFeature EngineeringData EngineeringCloud
Data Ingestion and Storage
Section 2 of AWS Certified ML Engineer course from Udemy.
Machine LearningData IngestionData EngineeringCloud
Scandinavian Defense
Summary of common positions + tactical motifs apparent in the Scandinavian Defense.
ChessBlack OpeningsScandinavian DefenseScandinavian Main Line
Feature Extraction
Module 15 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Unsupervised Learning Series.
Machine LearningUnsupervised LearningFeature ExtractionDimensionality Reduction
Information Theory
Module 16 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 5 of Unsupervised Learning Series.
Machine LearningUnsupervised LearningInformation TheoryEntropy
Feature Selection
Module 14 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Unsupervised Learning Series.
Machine LearningUnsupervised LearningFeature SelectionFiltering
Randomized Optimization
Module 12 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Unsupervised Learning Series.
Machine LearningUnsupervised LearningRandomized OptimizationHill Climbing
Clustering
Module 13 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Unsupervised Learning Series.
Machine LearningUnsupervised LearningClusteringSingle Linkage Clustering
Game Theory (Part 2)
Module 20 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Reinforcement Learning Series.
Machine LearningReinforcement LearningGame TheoryStochastic Games
Game Theory (Part 1)
Module 19 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Reinforcement Learning Series.
Machine LearningReinforcement LearningGame TheoryPrisoner's Dilemma
Markov Decision Processes
Module 17 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Reinforcement Learning Series.
Machine LearningReinforcement LearningMarkov Decision ProcessBellman Equation
Reinforcement Learning
Module 18 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Reinforcement Learning Series.
Machine LearningReinforcement LearningQ-LearningGreedy
Bayesian Learning
Module 10 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 9 of Supervised Learning Series.
Machine LearningSupervised LearningBayes TheoremBayesian Learning
Bayesian Inference
Module 11 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 10 of Supervised Learning Series.
Machine LearningSupervised LearningBayes TheoremNaive Bayes
Kernel Methods and SVMs
Module 7 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 6 of Supervised Learning Series.
Machine LearningSupervised LearningSVMKernel Trick
Computational Learning Theory
Module 8 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 7 of Supervised Learning Series.
Machine LearningSupervised LearningComputational LearningHaussler Theorem
VC Dimension
Module 9 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 8 of Supervised Learning Series.
Machine LearningSupervised LearningComputational LearningVC Dimension
Vienna Game
Summary of common positions + tactical motifs apparent in the Vienna Game.
ChessWhite OpeningsVienna GameVienna Falkbeer
Ensemble Learning
Module 6 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 5 of Supervised Learning Series.
Machine LearningSupervised LearningEnsemble LearningBagging
Neural Networks
Module 4 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 3 of Supervised Learning Series.
Machine LearningSupervised LearningNeural NetworkGradient Descent
Instance-Based Learning
Module 5 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 4 of Supervised Learning Series.
Machine LearningSupervised LearningInstance-Based LearningKNN
Regression
Module 3 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 2 of Supervised Learning Series.
Machine LearningSupervised LearningRegressionLinear Regression
Decision Trees
Module 2 of CS 7641 - Machine Learning @ Georgia Tech. Lesson 1 of Supervised Learning Series.
Machine LearningSupervised LearningDecision TreesID3
Introduction
Introductory Module of CS 7641 - Machine Learning @ Georgia Tech.
Machine LearningSupervised LearningUnsupervised LearningReinforcement Learning
Remote Procedure Calls
Module 13 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemRPC
Distributed Shared Memory
Module 15 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemDistributed ComputingShared MemoryConsistency
Datacenter Technologies
Module 16 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemDatacenterCloudSAAS
Distributed File Systems
Module 14 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemDistributed ComputingNFSCache
Virtualization
Module 12 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemVirtualizationCPUVM
IO Management
Module 11 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemIODeviceInterface
Synchronization Constructs
Module 10 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemSynchronizationMutexCondition Variable
Memory Management
Module 8 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemMain MemoryRAMMMU
Inter-Process Communication
Module 9 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemIPCSynchronizationMutex
Thread Performance
Module 6 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemMulti-ThreadingC++Web Server
Scheduling
Module 7 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemSchedulerTimesliceLinux
PThreads
Module 4 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemMulti-ThreadingPThreadsPOSIX
Thread Design
Module 5 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemMulti-ThreadingC++Interrupt
Threads and Concurrency
Module 3 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemProcessThreadMulti-Threading
Processes
Module 2 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemProcessCPUEncapsulation
Introduction to Operating Systems
Module 1 of CS 6200 - Graduate Introduction to Operating Systems @ Georgia Tech.
Operating SystemAbstractionCPUGPU
Translation and ASR (Meta)
Module 19 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningMachine TranslationMeta
Responsible AI
Module 16 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningResponsible AIBiasFairness
Reinforcement Learning
Module 17 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningResponsible AIBiasFairness
Scalable Training
Module 15 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningDistributed ComputingPyTorch
Unsupervised and Semi-Supervised Learning
Module 18 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningUnsupervised LearningSemi-Supervised Learning
Responsible AI
Module 14 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingResponsible AIPrivate AIHallucination
Private AI (Meta)
Module 13 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningPrivate AIStochastic Gradient Descent
Machine Translation
Module 12 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningTranslationBLEU
Advanced Computer Vision Architectures
Module 8 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningCNNImage Segmentation
CNN Visualization
Module 7 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningCNNGradient Descent
CNN Backprop + Common Architectures
Module 6 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningCNNBackpropagation
Convolutional and Pooling Layers
Module 5 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningCNNConvolution
Open Domain Question Answering (Meta)
Module 11 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningQuestion AnsweringReader Retrieval
Embeddings (Meta)
Module 14 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningEmbeddingWord Embedding
Generative Modeling
Module 13 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningGenerative ModelGAN
Denoising Diffusion Probabilistic Models
Supplement to Module 13 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningGenerative ModelDDPM
Optimization of Deep Neural Networks
Module 3 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningNeural NetworkOptimization
Data Wrangling (Meta)
Module 4 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningData PreprocessingImputation
Machine Reading
Module 10 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningMachine ReadingInformation Extraction
Acadia National Park
Recap of my trip to Acadia National Park in Maine.
HikingNational ParkAcadiaMaine
Linear Classifiers and Gradient Descent
Module 1 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningLinear ModelsSupervised Learning
Neural Networks
Module 2 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningLinear ModelsGradient Descent
Machine Translation (Meta)
Module 12 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningTranslationInference Efficiency
Neural Attention Models (Meta)
Module 11 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningAttentionSoftmax
Language Modeling (Meta)
Module 10 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningLanguage ModelingRNN
Applications Summarization (Meta)
Module 9 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningText SummarizationBLEU
Introduction to Structured Representations
Module 9 of CS 7643 - Deep Learning @ Georgia Tech.
Deep LearningMachine LearningRecurrent Neural NetworksAttention
Task-Oriented Dialogue (Meta)
Module 8 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningSpeech RecognitionIntent Prediction
Information Retrieval (Meta)
Module 7 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningInformation RetrievalRanked Retrieval
Backpacking Loyalsock/Link Loop
Recap of my trip to Worlds End State Park in Northcentral PA.
BackpackingHikingState ParkPennsylvania
Modern Neural Architectures
Module 6 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningTransformerAttention
Semantics
Module 5 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningSemanticsDocument Retrieval
Language Modeling
Module 4 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningLanguage ModelingNeural Network
Classification
Module 3 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningClassificationNaive Bayes
Introduction to Natural Language Processing
Module 1 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningStatistics
NLP Foundations
Module 2 of CS 7650 - Natural Language Processing @ Georgia Tech.
Natural Language ProcessingMachine LearningStatistics