I plan to maintain this tutorial until at least 2028. As such I welcome corrections and suggestions.

• The tutorial in PowerPoint (Warning 70 megs)
  
• The tutorial in PDF. Note that handful of animations/sound clips in the PowerPoint will not work in PDF.
• The datasets used in the tutorial are here.
  

• An explanation as to why most time series anomaly detection research is wrong [PDF, PowerPoint], with a review of the most commonly used datasets.
• Three two-minute videos to support "most time series anomaly detection research is wrong"
• Why Most Time Series Anomaly Detection Results are Meaningless, assuming precise duration of labels can be known.
• Why Most Time Series Anomaly Detection Results are Meaningless, assuming labels are correct.
• Why Most Time Series Anomaly Detection Results are Meaningless, overcounting successes.

• A 30-minute talk on Irrational Exuberance Why we should not believe 95% of papers on Time Series Anomaly Detection.
  
• A tutorial on DTW (with Mueen) is here.
  
• A tutorial on the Matrix Profile (with Mueen) is here, Part1 and Part2.
• A short video gallery of interesting time series anomalies
• A short video gallery of interesting time series motifs
• The Matrix Profile Webpage
• The UCR suite (ultrafast DTW)
• The UCR Time Series Classification Archive
• The Hexagon ML/UCR Time Series Anomaly Detection datasets.
• The original time series SAX representation has many flavors... leSAX ,ASAX_EN, ASAX_SAE, MF-SAX, gSAX, qxSAX, bSAX, LSTM-SAX, 1DCNN-SAX, SAX-MA, SAX-ES, SAX-GKS, PE-SAX, DIFF-SAX, eMODiTSSAX, Probabilistic SAX, SAXJS-S, SAXJS-T, SAXJS-τ, SAXJS-BOP, UniformSAX, SAX-LZ, CompressiveSAX, SAX_SDHC, isaxEDA, faSAX, NSAXSAM,  SAX-CNN, SAXS^X, SAX-BD, SFFA, SAX_NR, SoG-SAX, SAXz_NR, MSAX_NG, WFD_SAX, SAX-TI, SAX-SM,  multi-SAX, SAX-TD3, SAX-MLP, SAX-CART, GSSX, TWA_SAX, Auto-iSAX, AutoSAX_S, AutoSAX_M, CPC-SAX, SAXJS, νSAX, ASAX_Dyn, EASAX_SSE, IoTSAX, ASAX_EN, UniversalSAX, ASAX_SAE, 2-SAX, TrSAX, Parallel-SAX, HOS-SAX,  SAX-DF, SAX–AD, SAX-KL, SAX-MTS, ASAX, SAX-REPEAT, PeakSAX, SAX-LGB, SAX-XGB, SAX-CAT, SAX-RF, SAX-STGCN, SAXDD, edwSAX, dwSAX, SAA, simSAX, HAX, SAX-WPM, SAX-LZW, Overlap-SAX, Multichannel-SAX, SAA-SAX, InvSAX, gosax, vSAX, SAX-DPkm, Sax, LGS-SAX, stTA4L, SAX-STLF, ASAX_SSE , SAXRegEx, E-SAX, O-SAX, D-SAX, DM-SAX, extreme-SAX, overlap-SAX, distance-based SAX, FP_SAX,  CSAX,  SAX_SD, SAX-ARM, mtSAX-SEQL, TFSAX_wPST,  aSAX, αSAX, rSAX, EnYSAX EN-SAX, SOPAA, 1dSAX, iSAX,  2DSAX, 2-SAX, uSAX, geo-iSAX,  SAXBop, noSAX, SAX-GA SAX-EFG, SAXO, SAX-GA, USAX, GASAX, DESAX, SAXTD, SAX-SGE, SAX-VSM, RSAX, SOSAX, SAX-TD, SFA, ESAX, HSAX, SPTA, VWSAX, DTW-TRSAX, SAX Navigator, Extended SAX, RA-SAX, ENSAX, HOT_SAX, PSAX, AutoiSAX, DynamicSAX, TFSAX, TSX, SAX-ARM, MP-SAX, LOCSAX, SAX-ARM, ASTRIDE, FASTRIDE, SBSRL0, ABP-SAX, WeibullSAX, SAXCP, SAX-EFG, ASAX_LSSE, SAX-GA, SAX-VSM, RASAX, QSAX, qSAX, SAX2FACE, DPiSAX, SAX-ARM, SFA, SAX-DTW, SAX2SEX, MODiTS, SAX++, SAXS, ABBA, fABBA, PAX, eMODiTS, MHSAX, SAX-BD, ADB-SAX, SAX_CP, seglenSAX, BOPF, SAXKMeans, SPF, TD_SAX (Teradata), QABBA, Saxformer, Mr-Petsc, PETSC and TSAX.