Artificial Intelligence

Makefile

@@ -27,9 +27,19 @@ php:
 	sh tools/build.sh php
 	@echo "finish php"
 
-
 .PHONY: python
 python:
 	@echo "start python"
 	sh tools/build.sh python
-	@echo "finish python"
+	@echo "finish python"
+
+.PHONY: dc
+dc:
+	@echo "start data science"
+	sh tools/build.sh dc
+	@echo "finish data science"
+
+.PHONY: install-linux
+install-linux:
+	@echo "start install on linux"
+	sudo apt install graphviz

stacks/dc/data/roadmap.dot

@@ -0,0 +1,187 @@
+digraph roadmap {
+	rankdir=LR;
+	ai->ai_ml;	
+	ai->ai_nlp;	
+	ai->ai_cv;	
+	ai->ai_frameworks;	
+	ai_ml->ai_ml_dl;	
+	ai_nlp->ai_nlp_text_speach;	
+	ai_nlp->ai_nlp_morphologic;	
+	ai_nlp->ai_nlp_syntactic;	
+	ai_nlp->ai_nlp_lexic;	
+	ai_nlp->ai_nlp_relational;	
+	ai_nlp->ai_nlp_discourse;	
+	ai_nlp->ai_nlp_hl;	
+	ai_frameworks->ai_frameworks_tensorflow;	
+	ai_frameworks->ai_frameworks_pytorch;	
+	ai_frameworks->ai_frameworks_keras;	
+	ai_frameworks->ai_frameworks_mxnet;	
+	db->db_sql;	
+	db->db_indexes;	
+	db->db_transactions;	
+	db->db_principles;	
+	db->db_relational;	
+	db->db_nosql;	
+	db->db_search;	
+	db->db_message_broker;	
+	db_message_broker->db_message_broker_kafka;	
+	db_message_broker->db_message_broker_rabbit;	
+	db_message_broker->db_message_broker_awssqs;	
+	db_relational->db_relational_mvcc;	
+	db_relational->db_relational_blocking;	
+	db_relational->db_relational_acid;	
+	db_relational->db_relational_oo;	
+	db_relational_mvcc->db_relational_firebird;	
+	db_relational_mvcc->db_relational_postgres;	
+	db_relational_mvcc->db_relational_oracle;	
+	db_relational_mvcc->db_mysql;	
+	db_relational_blocking->db_mysql;	
+	db_nosql->db_nosql_cap;	
+	db_nosql->db_nosql_base;	
+	db_nosql->db_nosql_graph;	
+	db_nosql->db_nosql_doc;	
+	db_nosql->db_nosql_colbase;	
+	db_nosql->db_nosql_colwidebase;	
+	db_nosql->db_nosql_time;	
+	db_nosql_graph->db_nosql_orient;	
+	db_nosql_graph->db_nosql_neo4j;	
+	db_nosql_doc->db_nosql_mongo;	
+	db_nosql_colbase->db_nosql_redis;	
+	db_nosql_colbase->db_nosql_clickhouse;	
+	db_search->db_search_elasticseaerch;	
+	db_search->db_search_sphinx;	
+	python->python_types;	
+	python->python_functions;	
+	python->python_parallelism;	
+	python->python_import_system;	
+	python->python_testing;	
+	python->python_debugging;	
+	python->python_standard_library;	
+	python_types->python_types_text;	
+	python_types->python_types_boolean;	
+	python_types->python_types_numeric;	
+	python_types->python_types_sequence;	
+	python_types->python_types_binary_sequence;	
+	python_types->python_types_set;	
+	python_types->python_types_dict;	
+	python_types->python_types_iterator;	
+	python_types->python_types_context;	
+	python_functions->python_functions_lambdas;	
+	python_functions->python_functions_itertools;	
+	python_functions->python_functions_functools;	
+	python_functions->python_functions_operator;	
+	python_parallelism->python_parallelism_coroutines;	
+	python_parallelism->python_parallelism_threading;	
+	python_parallelism->python_parallelism_multiprocessing;	
+	python_debugging->python_debugging_bdb;	
+	python_debugging->python_debugging_faulthandler;	
+	python_debugging->python_debugging_pdb;	
+	python_debugging->python_debugging_profilers;	
+	python_debugging->python_debugging_timeit;	
+	python_debugging->python_debugging_trace_execution;	
+	python_debugging->python_debugging_trace_allocations;	
+	python_testing->python_testing_regression;	
+	python_testing->python_testing_unittest;	
+	python_standard_library->python_standard_library_files;	
+	python_standard_library->python_standard_library_binary;	
+	python_standard_library->python_standard_library_text;	
+	python_standard_library->python_standard_library_numeric;	
+	python_standard_library->python_standard_library_cryptographic;	
+	python_standard_library->python_standard_library_markup;	
+	python_standard_library->python_standard_library_internationalization;	
+	backend->python;	
+	backend->db_sql;	
+	backend->ai;	
+	ai [ label="Artificial Intelligence" ];
+	ai_ml [ label="Machine Learning" ];
+	ai_nlp [ label="Natural Language Processing" ];
+	ai_cv [ label="Computer Vision" ];
+	ai_frameworks [ label="Frameworks" ];
+	ai_ml_dl [ label="Deep Learning" ];
+	ai_nlp_text_speach [ label="Text and speech processing" ];
+	ai_nlp_morphologic [ label="Morphological analysis" ];
+	ai_nlp_syntactic [ label="Syntactic analysis" ];
+	ai_nlp_lexic [ label="Lexical semantics (of individual words in context)" ];
+	ai_nlp_relational [ label="Relational semantics (semantics of individual sentences)" ];
+	ai_nlp_discourse [ label="Discourse (semantics beyond individual sentences)" ];
+	ai_nlp_hl [ label="Higher-level NLP applications" ];
+	ai_frameworks_tensorflow [ label="TensorFlow" ];
+	ai_frameworks_pytorch [ label="PyTorch" ];
+	ai_frameworks_keras [ label="Keras" ];
+	ai_frameworks_mxnet [ label="MXNet" ];
+	db [ label="Databases" ];
+	db_sql [ label="SQL" ];
+	db_indexes [ label="Indexes" ];
+	db_transactions [ label="Transactions" ];
+	db_principles [ label="Principles" ];
+	db_relational [ label="Relational" ];
+	db_nosql [ label="NOSQL" ];
+	db_search [ label="Search Engines" ];
+	db_message_broker [ label="Message Broker" ];
+	db_message_broker_kafka [ label="Kafka" ];
+	db_message_broker_rabbit [ label="RabbitMQ" ];
+	db_message_broker_awssqs [ label="Amazon Simple Queue Service" ];
+	db_relational_mvcc [ label="Multiversion Concurrency Control" ];
+	db_relational_blocking [ label="Blocking" ];
+	db_relational_acid [ label="ACID" ];
+	db_relational_oo [ label="Object-oriented" ];
+	db_relational_firebird [ label="Firebird" ];
+	db_relational_postgres [ label="PostgreSQL" ];
+	db_relational_oracle [ label="Oracle" ];
+	db_mysql [ label="MySQL" ];
+	db_nosql_cap [ label="CAP Theorem" ];
+	db_nosql_base [ label="BASE" ];
+	db_nosql_graph [ label="Graph database" ];
+	db_nosql_doc [ label="Document base" ];
+	db_nosql_colbase [ label="Column base" ];
+	db_nosql_colwidebase [ label="Wide column base" ];
+	db_nosql_time [ label="Time series" ];
+	db_nosql_orient [ label="OrientDB" ];
+	db_nosql_neo4j [ label="Neo4j" ];
+	db_nosql_mongo [ label="MongoDB" ];
+	db_nosql_redis [ label="Redis" ];
+	db_nosql_clickhouse [ label="ClickHouse" ];
+	db_search_elasticseaerch [ label="Elasticseaerch" ];
+	db_search_sphinx [ label="Sphinx" ];
+	python [ label="Python" ];
+	python_types [ label="Built-in Types" ];
+	python_functions [ label="Functions" ];
+	python_parallelism [ label="Concurrent Execution" ];
+	python_import_system [ label="The Import System" ];
+	python_testing [ label="Testing" ];
+	python_debugging [ label="Debugging and Profiling" ];
+	python_standard_library [ label="Standard Library" ];
+	python_types_text [ label="Text" ];
+	python_types_boolean [ label="Boolean" ];
+	python_types_numeric [ label="Numeric" ];
+	python_types_sequence [ label="Sequence" ];
+	python_types_binary_sequence [ label="Binary Sequence" ];
+	python_types_set [ label="Set" ];
+	python_types_dict [ label="Dictionary" ];
+	python_types_iterator [ label="Iterator" ];
+	python_types_context [ label="Context Manager" ];
+	python_functions_lambdas [ label="Lambdas" ];
+	python_functions_itertools [ label="Functions creating iterators" ];
+	python_functions_functools [ label="Higher-order functions" ];
+	python_functions_operator [ label="Standard operators as functions" ];
+	python_parallelism_coroutines [ label="Coroutines" ];
+	python_parallelism_threading [ label="Thread-based" ];
+	python_parallelism_multiprocessing [ label="multiprocessing" ];
+	python_debugging_bdb [ label="Debugger Framework" ];
+	python_debugging_faulthandler [ label="Dump the Python traceback" ];
+	python_debugging_pdb [ label="The Python Debugger" ];
+	python_debugging_profilers [ label="The Python Profilers" ];
+	python_debugging_timeit [ label="Measure execution time" ];
+	python_debugging_trace_execution [ label="Trace statement execution" ];
+	python_debugging_trace_allocations [ label="Trace memory allocations" ];
+	python_testing_regression [ label="Regression tests" ];
+	python_testing_unittest [ label="Unit testing framework" ];
+	python_standard_library_files [ label="File and Directory Access" ];
+	python_standard_library_binary [ label="Binary Data Services" ];
+	python_standard_library_text [ label="Text Processing Services" ];
+	python_standard_library_numeric [ label="Numeric and Mathematical Modules" ];
+	python_standard_library_cryptographic [ label="Cryptographic Services" ];
+	python_standard_library_markup [ label="Structured Markup Processing Tools" ];
+	python_standard_library_internationalization [ label="Internationalization" ];
+	backend [ label="Data Science" ];
+}

stacks/dc/data/roadmap.md

@@ -0,0 +1,121 @@
+# Data Science
+
+## Python
+
+### Built-in Types
+
+#### Text
+
+#### Boolean
+
+#### Numeric
+
+#### Sequence
+
+#### Binary Sequence
+
+#### Set
+
+#### Dictionary
+
+#### Iterator
+
+#### Context Manager
+
+### Functions
+
+#### Lambdas
+
+#### Functions creating iterators
+
+#### Higher-order functions
+
+#### Standard operators as functions
+
+### Concurrent Execution
+
+#### Coroutines
+
+#### Thread-based
+
+#### multiprocessing
+
+### The Import System
+
+### Testing
+
+#### Regression tests
+
+#### Unit testing framework
+
+### Debugging and Profiling
+
+#### Debugger Framework
+
+#### Dump the Python traceback
+
+#### The Python Debugger
+
+#### The Python Profilers
+
+#### Measure execution time
+
+#### Trace statement execution
+
+#### Trace memory allocations
+
+### Standard Library
+
+#### File and Directory Access
+
+#### Binary Data Services
+
+#### Text Processing Services
+
+#### Numeric and Mathematical Modules
+
+#### Cryptographic Services
+
+#### Structured Markup Processing Tools
+
+#### Internationalization
+
+## SQL
+
+- book: [SQL Bible](https://www.amazon.com/SQL-Bible-Alex-Kriegel/dp/0470229063)
+
+
+## Artificial Intelligence
+
+### Machine Learning
+
+#### Deep Learning
+
+### Natural Language Processing
+
+#### Text and speech processing
+
+#### Morphological analysis
+
+#### Syntactic analysis
+
+#### Lexical semantics (of individual words in context)
+
+#### Relational semantics (semantics of individual sentences)
+
+#### Discourse (semantics beyond individual sentences)
+
+#### Higher-level NLP applications
+
+### Computer Vision
+
+### Frameworks
+
+#### TensorFlow
+
+#### PyTorch
+
+#### Keras
+
+#### MXNet
+