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{
"python": [
"numpy",
"pandas",
"scikit-learn",
"pytorch",
"tensorflow",
"fastapi",
"flask",
"django"
],
"machine_learning": [
"regression",
"classification",
"clustering",
"xgboost",
"lightgbm",
"random_forest"
],
"deep_learning": [
"cnn",
"rnn",
"lstm",
"transformers",
"attention_mechanism",
"bert",
"gpt"
],
"nlp": [
"tokenization",
"named_entity_recognition",
"sentiment_analysis",
"text_classification",
"embeddings",
"spacy",
"nltk"
],
"computer_vision": [
"image_classification",
"object_detection",
"yolo",
"opencv",
"image_segmentation"
],
"data_engineering": [
"sql",
"spark",
"kafka",
"airflow",
"etl",
"data_pipelines",
"dbt"
],
"cloud": [
"aws",
"gcp",
"azure",
"docker",
"kubernetes",
"terraform",
"ci_cd"
],
"backend": [
"java",
"spring_boot",
"nodejs",
"golang",
"rest_api",
"graphql",
"microservices"
],
"frontend": [
"react",
"vue",
"typescript",
"javascript",
"html_css",
"tailwind",
"nextjs"
],
"devops": [
"git",
"jenkins",
"github_actions",
"ansible",
"monitoring",
"prometheus",
"grafana"
],
"data_science": [
"statistics",
"hypothesis_testing",
"a_b_testing",
"data_visualization",
"matplotlib",
"seaborn",
"tableau"
],
"databases": [
"postgresql",
"mongodb",
"redis",
"elasticsearch",
"mysql",
"cassandra"
]
}