Core concepts
Neural NetworksArtificial Neural NetworksNeurons and WeightsBiasActivation FunctionsForward PropagationBackpropagationEpochsBatch SizeLoss FunctionGradient DescentOverfittingUnderfitting
Satyam GajjarField notes
A working glossary of ideas I use.
Concepts across deep learning, machine learning, Python and web engineering, organized as a quick view into the technical vocabulary behind my work.
Deep Learning
Neural-network concepts and architectures I have learned and explored.
Neural architectures
PerceptronSingle Layer PerceptronMulti Layer PerceptronConvolutional Neural NetworkRecurrent Neural NetworkGenerative Adversarial Network
Activation functions
Step FunctionSigmoidTanhReLUSoftmax
Machine Learning
Libraries, techniques and model-development concepts I work with.
Python libraries
NumPyPandasMatplotlibSeabornScikit-learn
Regression
Linear RegressionPolynomial RegressionRidge RegressionLasso RegressionDecision Tree RegressionRandom Forest Regression
Classification
Logistic RegressionK-Nearest NeighborsSupport Vector MachineDecision Tree ClassifierRandom Forest Classifier
Clustering
K-Means ClusteringHierarchical Clustering
Training & evaluation
Cross ValidationBias, Variance TradeoffOverfitting and UnderfittingAccuracy Score
Data preparation
Feature ScalingFeature SelectionCategorical EncodingMissing ValuesOutlier Detection
Python Applications
Frameworks and utilities used to create applications, services and automation.
App & UI frameworks
StreamlitTkinter
Automation & utility
RequestsOSDatetimeSysPyPI JSONRandomPathlibTextBlob
Persistence & files
PickleJoblibCSVJSON
APIs
FlaskFastAPIUvicorn
Image & automation
QRCodePillowInstaloader
Web Development
Technologies and concepts used to build, deploy and maintain modern websites.
Core languages
JavaScriptTypeScriptPHPHTMLCSS
CMS & commerce
WordPressAdobe Experience ManagerShopifyElementor ProCrocoblockACFWooCommerce
Dynamic structures
Custom Post TypesCustom FieldsDynamic ListingsTaxonomiesConditional Visibility
Backend & data
MySQLPostgreSQLMongoDBREST APIs
Performance & SEO
Image OptimizationLazy LoadingCachingCore Web VitalsOn-page SEOTechnical SEOSchema Data
Infrastructure
CloudflareGoogle CloudcPanelCyberPanelDNS ManagementSSL Configuration
Collaboration
GitGitHubGitHub ActionsPostmanJiraTrelloNotion