279 lines (278 loc) · 19.2 KB

📚 Catalog

📁 ngs
- 📁 introduction_of_NGS
  - 📄 16s_rRNA.md
  - 📄 RNAseq.md
  - 📄 WGS.md
  - 📄 WES.md
  - 📄 scRNAseq.md
  - 📄 Methylation.md
  - 📄 WGBS.md
  - 📄 CHIP_seq.md
  - 📄 ATAC_seq.md
  - 📄 CNV.md
  - 📄 Shotgun.md
  - 📄 pair_end.md
- 📁 Bioinformatics_Tools
  - 📄 BCFtools.md
  - 📄 BEDtools.md
  - 📄 SAMtools.md
  - 📄 VCFtools.md
  - 📄 Vcf2maf.md
  - 📄 md5.md
- 📁 Data_format
  - 📄 BAM.md
  - 📄 BED.md
  - 📄 Data_format.md
  - 📄 Fasta.md
  - 📄 Fastq.md
  - 📄 SAM.md
- 📁 16s_rRNA_seq
  - 📄 BiomFormat.md
  - 📄 DADA2.md
  - 📄 diversity.md
📁 data-science
- 📁 Environment
  - 📄 miniconda.md
- 📁 Machine_Learning
  - 📁 Theoretical_Concepts
    - 📄 Bias_Variance_Tradeoff.md
    - 📄 Curse_of_Dimensionality.md
    - 📄 Distance_Metrics.md
    - 📄 Loss_Functions.md
    - 📄 Overfitting_vs_Underfitting.md
    - 📄 Parametric_vs_Nonparametric_Models.md
  - 📁 Feature_Engineering
    - 📄 Feature_Encoding.md
    - 📄 Lasso_regression.md
    - 📄 Normalization.md
    - 📄 Regularization.md
    - 📄 Ridge_Regression.md
  - 📁 Dimensionality_Reduction
    - 📄 LDA.md
    - 📄 PCA.md
    - 📄 UMAP.md
    - 📄 t-SNE.md
  - 📁 Supervised_Learning
    - 📁 Classification
      - 📄 Decision_Tree.md
      - 📄 KNN.md
      - 📄 Multiple_Linear_Regression.md
      - 📄 Naive_Bayes_Classifier.md
      - 📄 Random_Forests.md
      - 📄 SVM.md
    - 📁 Regression
      - 📄 Logistic_Regression.md
      - 📄 Recommender.md
      - 📄 Simple_Linear_Regression.md
  - 📁 Unsupervised_Learning
    - 📄 Hierarchical_Clustering.md
    - 📄 K_Means.md
  - 📁 Training_Settings
    - 📄 Cross_Validation.md
    - 📄 Hyperparameters_and_Fine_tuning.md
    - 📄 Optimizer.md
    - 📄 Train_Test_Split.md
    - 📄 Wrapper_Methods.md
  - 📁 Evaluation
    - 📄 Performance.md
    - 📄 ROC_and_PR_Curves.md
    - 📄 SHAP.md
  - 📁 Ensembling_Methods
    - 📄 Bagging.md
    - 📄 Boosting.md
    - 📄 Stacking.md
- 📁 Deep_Learning
- 📁 Workflow
  - 📁 Nextflow
    - 📄 CSV.md
    - 📄 channel.md
    - 📄 config.md
    - 📄 input_outout.md
    - 📄 module.md
    - 📄 operators.md
    - 📄 params.md
    - 📄 run.md
  - 📁 snakemake
    - 📄 snakemake_CLI.md
    - 📄 snakemake_rules.md
📁 statistics
- 📁 Theoretical_Concepts
- 📁 Probability_and_Distributions
- 📁 Hypothesis_Testing
- 📁 Statistical_Techniques
  - 📄 ANOVA.md
  - 📄 Chi-square_Tests.md
  - 📄 Correlation.md
  - 📄 Descriptive_Statistics.md
  - 📄 Non_parametric_Tests.md
  - 📄 Paired_Comparisons.md
  - 📄 Survival_Analysis.md
  - 📄 T_tests_and_Z_tests.md
📁 devOps
- 📄 Conventional_Commits.md
- 📄 Docker.md
- 📄 DockerCompose.md
- 📄 Dockerfile.md
- 📄 Git.md
- 📄 Read_the_Docs.md
- 📄 git_ssh.md
- 📄 gitflow_model.md
- 📄 github_flow_model.md
- 📄 github_ssh_key.md
📁 back-end
- 📁 FastAPI
  - 📄 Routing.md
  - 📄 Query_String.md
  - 📄 Response.md
  - 📄 Static_File.md
  - 📄 Form.md
  - 📄 Methods.md
  - 📄 Request_Body.md
  - 📄 FastAPI_DB.md
  - 📄 RESTful_API.md
- 📄 URL.md
📁 front-end
- 📁 css
  - 📄 Basic.md
  - 📄 BoxModel.md
  - 📄 Breadcrumbs.md
  - 📄 Color.md
  - 📄 Font.md
  - 📄 Pseudo_classes.md
  - 📄 RWD.md
  - 📄 display.md
- 📁 html
  - 📄 HTML屬性.md
  - 📄 HTML標籤.md
- 📁 javascript
  - 📄 DOM.md
  - 📄 Destructuring_Assignment.md
  - 📄 copy.md
  - 📄 event.md
  - 📄 fetch.md
  - 📄 module.md
  - 📄 object.md
  - 📄 proxy.md
  - 📄 rest.md
- 📁 react
  - 📄 Deploy.md
- 📁 tools
  - 📄 npm.md
  - 📄 vite.md
  - 📄 webpack.md
- 📁 typescript
- 📁 vue
📁 cloud&network
- 📁 AWS
  - 📁 CCP
    - 📄 DB.md
    - 📄 EBS_EFS.md
    - 📄 EC2.md
    - 📄 ECS_EKS.md
    - 📄 S3.md
    - 📄 lambda.md
    - 📄 network.md
    - 📄 responsibility.md
📁 computer-science
- 📁 DataStructure
  - 📄 Linked_List.md
  - 📄 Queue.md
  - 📄 Stack.md
  - 📄 Hash_table.md
  - 📄 Tree.md
  - 📄 Heap.md
- 📁 Algorithm
  - 📄 BFS.md
  - 📄 DFS.md
  - 📄 Heap_Sort.md
- 📁 OperatingSystems
  - 📁 Linux
    - 📄 Regex.md
    - 📄 awk.md
    - 📄 bash.md
    - 📄 grep.md
    - 📄 sed.md
- 📁 Database
  - 📁 mongoDB
    - 📄 syntax.md
  - 📁 mysql
    - 📄 aggregate.md
    - 📄 basic.md
    - 📄 filter.md
    - 📄 foreign.md
    - 📄 index.md
    - 📄 join.md
    - 📄 mysql_python.md
    - 📄 update.md
📁 lang-syntax
- 📁 Latex
- 📁 Markdown
- 📁 Python
  - 📄 Concurrent_Programming.md
  - 📄 Decorator.md
  - 📄 Dunder.md
  - 📄 Exception.md
  - 📄 JSON.md
  - 📁 Package
    - 📄 argparse.md
    - 📄 datetime.md
    - 📄 decimal.md
    - 📄 logging.md
    - 📄 matplotlib.md
    - 📄 numpy.md
    - 📄 random.md
    - 📄 requests.md
    - 📄 skimage.md
    - 📄 sklearn.md
  - 📄 Paradigms_of_Programming.md
  - 📄 String_Format.md
  - 📄 Unit_Testing.md
  - 📁 basic
    - 📄 csv.md
    - 📄 dict.md
    - 📄 file.md
    - 📄 json.md
    - 📄 list.md
    - 📄 oop.md
    - 📄 string.md
  - 📄 lambda.md
- 📁 R
- 📁 SQL
  - 📄 admin.md
  - 📄 aggregate.md
  - 📄 constraint.md
  - 📄 join.md
  - 📄 trigger.md
  - 📄 type.md
📁 others
- 📁 Accounting
  - 📄 Discount_Rate.md
- 📁 Chemical
  - 📄 RDKit.md
- 📁 English
  - 📄 English_for_engineer.md
- 📁 medical-database
  - 📄 GTEx.md
  - 📄 TCGA.md
  - 📄 TWB.md
  - 📄 UKB.md
📄 catalog.md
📁 links
- 📁 main
  - 📄 DevOps.md
  - 📄 back-end.md
  - 📄 bioinformatics.md
  - 📄 cloud.md
  - 📄 computer-science.md
  - 📄 database.md
  - 📄 front-end.md
  - 📄 syntax-and-packages.md
  - 📄 workflow-language.md
- 📁 others
  - 📄 icon.md
  - 📄 online-course.md
  - 📄 project-repo.md
  - 📄 training-repo.md
📄 links.md
📁 utils