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458 <span class="md-nav__icon md-icon"></span> 459 </label> 460 461 <a href="./" class="md-nav__link md-nav__link--active"> 462 463 464 465 <span class="md-ellipsis"> 466 Newsletter 467 468 </span> 469 470 471 </a> 472 473 474 475<nav class="md-nav md-nav--secondary" aria-label="Table of contents"> 476 477 478 479 480 481 482 <label class="md-nav__title" for="__toc"> 483 <span class="md-nav__icon md-icon"></span> 484 Table of contents 485 </label> 486 <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> 487 488 <li class="md-nav__item"> 489 <a href="#visual-guides-to-llms" class="md-nav__link"> 490 <span class="md-ellipsis"> 491 Visual Guides to LLMs 492 </span> 493 </a> 494 495</li> 496 497 <li class="md-nav__item"> 498 <a href="#tutorials-blogs" class="md-nav__link"> 499 <span class="md-ellipsis"> 500 Tutorials / Blogs 501 </span> 502 </a> 503 504</li> 505 506 </ul> 507 508</nav> 509 510 </li> 511 512 513 514 515 516 517 518 519 520 <li class="md-nav__item"> 521 <a href="../projects/" class="md-nav__link"> 522 523 524 525 <span class="md-ellipsis"> 526 Open Source 527 528 </span> 529 530 531 </a> 532 </li> 533 534 535 536 537 538 539 540 541 542 <li class="md-nav__item"> 543 <a href="../talks/" class="md-nav__link"> 544 545 546 547 <span class="md-ellipsis"> 548 Talks 549 550 </span> 551 552 553 </a> 554 </li> 555 556 557 558 559 560 561 562 563 564 <li class="md-nav__item"> 565 <a href="../contact/" class="md-nav__link"> 566 567 568 569 <span class="md-ellipsis"> 570 Contact 571 572 </span> 573 574 575 </a> 576 </li> 577 578 579 580 </ul> 581</nav> 582 </div> 583 </div> 584 </div> 585 586 587 588 589 590 <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" hidden> 591 <div class="md-sidebar__scrollwrap"> 592 <div class="md-sidebar__inner"> 593 594 595<nav class="md-nav md-nav--secondary" aria-label="Table of contents"> 596 597 598 599 600 601 602 <label class="md-nav__title" for="__toc"> 603 <span class="md-nav__icon md-icon"></span> 604 Table of contents 605 </label> 606 <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> 607 608 <li class="md-nav__item"> 609 <a href="#visual-guides-to-llms" class="md-nav__link"> 610 <span class="md-ellipsis"> 611 Visual Guides to LLMs 612 </span> 613 </a> 614 615</li> 616 617 <li class="md-nav__item"> 618 <a href="#tutorials-blogs" class="md-nav__link"> 619 <span class="md-ellipsis"> 620 Tutorials / Blogs 621 </span> 622 </a> 623 624</li> 625 626 </ul> 627 628</nav> 629 </div> 630 </div> 631 </div> 632 633 634 635 <div class="md-content" data-md-component="content"> 636 <article class="md-content__inner md-typeset"> 637 638 639 640 641 642 643 644<h1 id="newsletter">Newsletter</h1> 645<p>In my <a href="https://newsletter.maartengrootendorst.com/">Exploring Language Models</a> newsletter you can find posts and visual guides on topics related to Large Language Models. If you want to stay updated, you can subscribe here:</p> 646<iframe src="https://maartengrootendorst.substack.com/embed" width="100%" height="220" style="border:1px solid #EEE; background:white;" frameborder="0" scrolling="no"></iframe> 647 648<p><br></p> 649<p>Below, you can find an overview of all posts I have created on various platforms. I initally started on <a href="">Medium</a> and slowly transitioned to <a href="">Substack</a> as my main source of content. These posts will keep you on this website as a handy alternative to the previous sources mentioned.</p> 650<h2 id="visual-guides-to-llms"><strong>Visual Guides to LLMs</strong></h2> 651<p>These are the guides I'm most proud over, each containing more than 50 custom-made visuals describing the internals and specifics of Large Language Models (LLMs) without any of the (often difficult to interpret) mathematics. Expect an intuitive experience!</p> 652<div class="custom-box" onclick="location.href='moe';"> 653 <div class="custom-box-image"> 654 <img src="/images/posts/2024-07-10-moe/main.png" alt="Post Image"> 655 </div> 656 <div class="custom-box-content"> 657 <div class="custom-box-title">A Visual Guide to Mixture of Experts (MoE)</div> 658 <div class="custom-box-date">October 07, 2024</div> 659 <div class="custom-box-body">Demystifying the role of MoE in Large Language Models</div> 660 </div> 661</div> 662 663<div class="custom-box" onclick="location.href='quantization';"> 664 <div class="custom-box-image"> 665 <img src="/images/posts/2024-22-07-quantization/main.png" alt="Post Image"> 666 </div> 667 <div class="custom-box-content"> 668 <div class="custom-box-title">A Visual Guide to Quantization</div> 669 <div class="custom-box-date">July 22, 2024</div> 670 <div class="custom-box-body">Demystifying the Compression of Large Language Models</div> 671 </div> 672</div> 673 674<div class="custom-box" onclick="location.href='mamba';"> 675 <div class="custom-box-image"> 676 <img src="/images/posts/2024-21-02-mamba/main.png" alt="Post Image"> 677 </div> 678 <div class="custom-box-content"> 679 <div class="custom-box-title">A Visual Guide to Mamba and State Space Models</div> 680 <div class="custom-box-date">Februari 21, 2024</div> 681 <div class="custom-box-body">An Alternative to Transformers for Language Modeling</div> 682 </div> 683</div> 684 685<h2 id="tutorials-blogs"><strong>Tutorials / Blogs</strong></h2> 686<p>The rest of the posts are those I make on how to implement certain techniques, such as topic modeling, keyword extraction and LLM-based techniques. You can also expect many posts on my experience transitioning from psychology to data science.</p> 687<div class="custom-box" onclick="location.href='bertopic';"> 688 <div class="custom-box-image"> 689 <img src="/images/posts/2023-19-12-bertopic/main.svg" alt="Post Image"> 690 </div> 691 <div class="custom-box-content"> 692 <div class="custom-box-title">BERTopic: What Is So Special About v0.16?</div> 693 <div class="custom-box-date">December 19, 2023</div> 694 <div class="custom-box-body">Exploring Zero-Shot Topic Modeling, Model Merging, and LLMs</div> 695 </div> 696</div> 697 698<div class="custom-box" onclick="location.href='gguf';"> 699 <div class="custom-box-image"> 700 <img src="/images/posts/2023-12-11-quantization/main_small.jpg" alt="Post Image"> 701 </div> 702 <div class="custom-box-content"> 703 <div class="custom-box-title">Which Quantization Method is Right for You? (GPTQ vs. GGUF vs. AWQ)</div> 704 <div class="custom-box-date">November 12, 2023</div> 705 <div class="custom-box-body">Exploring Pre-Quantized Large Language Models</div> 706 </div> 707</div> 708 709<div class="custom-box" onclick="location.href='keyllm';"> 710 <div class="custom-box-image">
711 <img src="/images/posts/2023-02-10-keyllm/main_small.jpg" alt="Post Image"> 712 </div> 713 <div class="custom-box-content"> 714 <div class="custom-box-title">Introducing KeyLLM  -  Keyword Extraction with LLMs</div> 715 <div class="custom-box-date">October 03, 2023</div> 716 <div class="custom-box-body">Use KeyLLM, KeyBERT, and Mistral 7B to extract keywords</div> 717 </div> 718</div> 719 720<div class="custom-box" onclick="location.href='improving-llms';"> 721 <div class="custom-box-image"> 722 <img src="/images/posts/2023-12-09-improving-llms/main_small.jpg" alt="Post Image"> 723 </div> 724 <div class="custom-box-content"> 725 <div class="custom-box-title">3 Ways To Improve Your Large Language Model</div> 726 <div class="custom-box-date">September 11, 2023</div> 727 <div class="custom-box-body">Enhancing the power of Llama 2</div> 728 </div> 729</div> 730 731<div class="custom-box" onclick="location.href='llama2-topic';"> 732 <div class="custom-box-image"> 733 <img src="/images/posts/2023-21-08-llama2-topic/main_small.jpg" alt="Post Image"> 734 </div> 735 <div class="custom-box-content"> 736 <div class="custom-box-title">Topic Modeling with Llama 2</div> 737 <div class="custom-box-date">August 22, 2023</div> 738 <div class="custom-box-body">Create easily interpretable topics with BERTopic and Llama 2</div> 739 </div> 740</div> 741 742<div class="custom-box" onclick="location.href='autogpt';"> 743 <div class="custom-box-image"> 744 <img src="/images/posts/2023-08-08-autogpt/main_small.jpg" alt="Post Image"> 745 </div> 746 <div class="custom-box-content"> 747 <div class="custom-box-title">Decoding Auto-GPT</div> 748 <div class="custom-box-date">August 08, 2023</div> 749 <div class="custom-box-body">The Mechanics of an Autonomous GPT-4</div> 750 </div> 751</div> 752 753<div class="custom-box" onclick="location.href='gpt-psychology';"> 754 <div class="custom-box-image"> 755 <img src="/images/posts/2023-01-07-gpt-psychology/main.png" alt="Post Image"> 756 </div> 757 <div class="custom-box-content"> 758 <div class="custom-box-title">GPT Psychology</div> 759 <div class="custom-box-date">July 01, 2023</div> 760 <div class="custom-box-body">Analogies with Human Thinking and Reasoning</div> 761 </div> 762</div> 763 764<div class="custom-box" onclick="location.href='whisper';"> 765 <div class="custom-box-image"> 766 <img src="/images/posts/2022-21-11-whisper/main.png" alt="Post Image"> 767 </div> 768 <div class="custom-box-content"> 769 <div class="custom-box-title">Using Whisper and BERTopic to model Kurzgesagt’s videos</div> 770 <div class="custom-box-date">November 21, 2022</div> 771 <div class="custom-box-body">Which topics can we find in the videos of Kurzgesagt?</div> 772 </div> 773</div> 774 775<div class="custom-box" onclick="location.href='opensource';"> 776 <div class="custom-box-image"> 777 <img src="/images/posts/2022-07-11-opensource/main.png" alt="Post Image"> 778 </div> 779 <div class="custom-box-content"> 780 <div class="custom-box-title">6 Lessons I learned from developing Open-Source Projects</div> 781 <div class="custom-box-date">November 07, 2022</div> 782 <div class="custom-box-body">A Data Scientist’s Perspective</div> 783 </div> 784</div> 785 786<div class="custom-box" onclick="location.href='ambiguous';"> 787 <div class="custom-box-image"> 788 <img src="/images/posts/2022-25-04-ambiguous/main.png" alt="Post Image"> 789 </div> 790 <div class="custom-box-content"> 791 <div class="custom-box-title">The Ambiguity of the Data Science Profession</div> 792 <div class="custom-box-date">April 25, 2022</div> 793 <div class="custom-box-body">Finding your way among the noise</div> 794 </div> 795</div> 796 797<div class="custom-box" onclick="location.href='concept';"> 798 <div class="custom-box-image"> 799 <img src="/images/posts/2021-01-11-concept/logo.png" alt="Post Image"> 800 </div> 801 <div class="custom-box-content"> 802 <div class="custom-box-title">Topic Modeling on Images? Why not?!</div> 803 <div class="custom-box-date">November 01, 2021</div> 804 <div class="custom-box-body">But let's call it Concept Modeling instead!</div> 805 </div> 806</div> 807 808<div class="custom-box" onclick="location.href='portfolio';"> 809 <div class="custom-box-image"> 810 <img src="/images/posts/2021-06-10-portfolio/portfolio.jpeg" alt="Post Image"> 811 </div> 812 <div class="custom-box-content"> 813 <div class="custom-box-title">Creating a Data Science Portfolio</div> 814 <div class="custom-box-date">October 06, 2021</div> 815 <div class="custom-box-body">Tips and examples for building up your portfolio</div> 816 </div> 817</div> 818 819<div class="custom-box" onclick="location.href='misleading';"> 820 <div class="custom-box-image"> 821 <img src="/images/posts/2021-23-03-misleading/cherry.png" alt="Post Image"> 822 </div> 823 <div class="custom-box-content"> 824 <div class="custom-box-title">Misleading Graphs</div> 825 <div class="custom-box-date">March 23, 2021</div> 826 <div class="custom-box-body">…and how to fix them!</div> 827 </div> 828</div> 829 830<div class="custom-box" onclick="location.href='jupyter';"> 831 <div class="custom-box-image"> 832 <img src="/images/posts/2021-14-06-jupyter/header.png" alt="Post Image"> 833 </div> 834 <div class="custom-box-content"> 835 <div class="custom-box-title">Why Jupyter Notebooks aren't all that Bad!</div> 836 <div class="custom-box-date">June 14, 2021</div> 837 <div class="custom-box-body">
837And how you can supercharge them.</div> 838 </div> 839</div> 840 841<div class="custom-box" onclick="location.href='truths';"> 842 <div class="custom-box-image"> 843 <img src="/images/posts/2021-04-05-truths/header.jpg" alt="Post Image"> 844 </div> 845 <div class="custom-box-content"> 846 <div class="custom-box-title">The Truth about working as a Data Scientist</div> 847 <div class="custom-box-date">May 04, 2021</div> 848 <div class="custom-box-body">Pros and Cons of working as a Data Scientist</div> 849 </div> 850</div> 851 852<div class="custom-box" onclick="location.href='distances';"> 853 <div class="custom-box-image"> 854 <img src="/images/posts/2021-01-02-distances/teaser.png" alt="Post Image"> 855 </div> 856 <div class="custom-box-content"> 857 <div class="custom-box-title">9 Distance Measures in Data Science</div> 858 <div class="custom-box-date">February 01, 2021</div> 859 <div class="custom-box-body">The advantages and pitfalls of common distance measures.</div> 860 </div> 861</div> 862 863<div class="custom-box" onclick="location.href='bertopictutorial';"> 864 <div class="custom-box-image"> 865 <img src="/images/posts/2021-10-01-bertopictutorial/header.gif" alt="Post Image"> 866 </div> 867 <div class="custom-box-content"> 868 <div class="custom-box-title">Interactive Topic Modeling with BERTopic</div> 869 <div class="custom-box-date">January 10, 2021</div> 870 <div class="custom-box-body">An in-depth guide to topic modeling with BERTopic.</div> 871 </div> 872</div> 873 874<div class="custom-box" onclick="location.href='polyfuzz';"> 875 <div class="custom-box-image"> 876 <img src="/images/posts/2020-30-11-polyfuzz/header_new.png" alt="Post Image"> 877 </div> 878 <div class="custom-box-content"> 879 <div class="custom-box-title">String Matching with BERT, TF-IDF, and more!</div> 880 <div class="custom-box-date">November 30, 2020</div> 881 <div class="custom-box-body">Introducing PolyFuzz, a framework for fuzzy string matching.</div> 882 </div> 883</div> 884 885<div class="custom-box" onclick="location.href='keybert';"> 886 <div class="custom-box-image"> 887 <img src="/images/posts/2020-28-10-keybert/header.jpg" alt="Post Image"> 888 </div> 889 <div class="custom-box-content"> 890 <div class="custom-box-title">Keyword Extraction with BERT</div> 891 <div class="custom-box-date">October 28, 2020</div> 892 <div class="custom-box-body">A minimal method for extracting keywords and keyphrases.</div> 893 </div> 894</div> 895 896<div class="custom-box" onclick="location.href='ctfidf';"> 897 <div class="custom-box-image"> 898 <img src="/images/posts/2020-20-10-ctfidf/teaser.jpg" alt="Post Image"> 899 </div> 900 <div class="custom-box-content"> 901 <div class="custom-box-title">Creating a class-based TF-IDF with Scikit-Learn</div> 902 <div class="custom-box-date">October 06, 2020</div> 903 <div class="custom-box-body">Extracting informative words per class.</div> 904 </div> 905</div> 906 907<div class="custom-box" onclick="location.href='topicbert';"> 908 <div class="custom-box-image"> 909 <img src="/images/posts/2020-10-5-bertopic/logo.png" alt="Post Image"> 910 </div> 911 <div class="custom-box-content"> 912 <div class="custom-box-title">Topic Modeling with BERT</div> 913 <div class="custom-box-date">October 05, 2020</div> 914 <div class="custom-box-body">
914Leveraging BERT and TF-IDF to create easily interpretable topics.</div> 915 </div> 916</div> 917 918<div class="custom-box" onclick="location.href='psychologists';"> 919 <div class="custom-box-image"> 920 <img src="/images/posts/2020-9-18-psychologists/teaser.jpg" alt="Post Image"> 921 </div> 922 <div class="custom-box-content"> 923 <div class="custom-box-title">Why Psychologists can be great Data Scientists</div> 924 <div class="custom-box-date">September 18, 2020</div> 925 <div class="custom-box-body">The Intersection of Psychology and Data Science</div> 926 </div> 927</div> 928 929<div class="custom-box" onclick="location.href='monitor';"> 930 <div class="custom-box-image"> 931 <img src="/images/posts/2020-8-21-monitor/teaser.png" alt="Post Image"> 932 </div> 933 <div class="custom-box-content"> 934 <div class="custom-box-title">Monitoring your Machine Learning Model</div> 935 <div class="custom-box-date">August 21, 2020</div> 936 <div class="custom-box-body">What to look out for when deploying your ML model</div> 937 </div> 938</div> 939 940<div class="custom-box" onclick="location.href='humming';"> 941 <div class="custom-box-image"> 942 <img src="/images/posts/2020-6-22-humming/teaser.jpg" alt="Post Image"> 943 </div> 944 <div class="custom-box-content"> 945 <div class="custom-box-title">Transform your ML-model to Pytorch with Hummingbird</div> 946 <div class="custom-box-date">June 22, 2020</div> 947 <div class="custom-box-body">Accelerate your Machine Learning model by leveraging Tensors</div> 948 </div> 949</div> 950 951<div class="custom-box" onclick="location.href='unit';"> 952 <div class="custom-box-image"> 953 <img src="/images/posts/2020-5-18-unit/teaser.png" alt="Post Image"> 954 </div> 955 <div class="custom-box-content"> 956 <div class="custom-box-title">Unit Testing for Data Scientists</div> 957 <div class="custom-box-date">May 18, 2020</div> 958 <div class="custom-box-body">Using Pytest to improve the stability of your pipelines</div> 959 </div> 960</div> 961 962<div class="custom-box" onclick="location.href='transition';"> 963 <div class="custom-box-image"> 964 <img src="/images/posts/2020-3-30-transition/teaser.jpg" alt="Post Image"> 965 </div> 966 <div class="custom-box-content"> 967 <div class="custom-box-title">Tips for transitioning from Psychology to Data Science</div> 968 <div class="custom-box-date">March 30, 2020</div> 969 <div class="custom-box-body">And how you can do both.</div> 970 </div> 971</div> 972 973<div class="custom-box" onclick="location.href='bias';"> 974 <div class="custom-box-image"> 975 <img src="/images/posts/2020-1-31-bias/teaser.jpg" alt="Post Image"> 976 </div> 977 <div class="custom-box-content"> 978 <div class="custom-box-title">How to Detect Bias in AI</div> 979 <div class="custom-box-date">January 31, 2020</div> 980 <div class="custom-box-body">Detecting common (cognitive) biases in your data</div> 981 </div> 982</div> 983 984<div class="custom-box" onclick="location.href='reinforce';"> 985 <div class="custom-box-image"> 986 <img src="/images/posts/2020-1-7-reinforce/header.png" alt="Post Image"> 987 </div> 988 <div class="custom-box-content"> 989 <div class="custom-box-title">Reinforcement Learning in a few lines of code</div> 990 <div class="custom-box-date">January 7, 2020</div> 991 <div class="custom-box-body">Train SOTA RL-algorithms using Stable Baselines and Gym</div> 992 </div> 993</div> 994 995<div class="custom-box" onclick="location.href='stacking';"> 996 <div class="custom-box-image"> 997 <img src="/images/posts/2019-12-10-stacking/teaser.jpg" alt="Post Image"> 998 </div> 999 <div class="custom-box-content"> 1000 <div class="custom-box-title">Stacking made easy with Sklearn</div> 1001 <div class="custom-box-date">December 10, 2019</div> 1002 <div class="custom-box-body">Create a StackingClassifier in a few lines of code with Scikit-Learn V0.22.</div> 1003 </div> 1004</div> 1005 1006<div class="custom-box" onclick="location.href='streamlit';"> 1007 <div class="custom-box-image"> 1008 <img src="/images/posts/2019-11-11-streamlit/header.jpg" alt="Post Image"> 1009 </div> 1010 <div class="custom-box-content"> 1011 <div class="custom-box-title">Build and Deploy a Dashboard with Streamlit</div> 1012 <div class="custom-box-date">November 11, 2019</div> 1013 <div class="custom-box-body">Deploying your Streamlit application to Heroku to showcase your Data Solution</div> 1014 </div> 1015</div> 1016 1017<div class="custom-box" onclick="location.href='validate';"> 1018 <div class="custom-box-image"> 1019 <img src="/images/posts/2019-09-26-validate/header.jpg" alt="Post Image"> 1020 </div> 1021 <div class="custom-box-content"> 1022 <div class="custom-box-title">Validating your Machine Learning Model</div> 1023 <div class="custom-box-date">September 26, 2019</div> 1024 <div class="custom-box-body">Going beyond k-Fold Cross-Validation</div> 1025 </div> 1026</div> 1027 1028<div class="custom-box" onclick="location.href='deploy';"> 1029 <div class="custom-box-image"> 1030 <img src="/images/posts/2019-08-30-deploy/header.jpg" alt="Post Image"> 1031 </div> 1032 <div class="custom-box-content"> 1033 <div class="custom-box-title">How to Deploy a Machine Learning Model</div> 1034 <div class="custom-box-date">August 30, 2019</div> 1035 <div class="custom-box-body">Creating a production-ready API using FastAPI + Uvicorn</div> 1036 </div> 1037</div> 1038 1039<div class="custom-box" onclick="location.href='feature-engineering';"> 1040 <div class="custom-box-image"> 1041 <img src="/images/posts/2019-08-12-feature-engineering/outlier.jpg" alt="Post Image"> 1042 </div> 1043 <div class="custom-box-content"> 1044 <div class="custom-box-title">Tips for Advanced Feature Engineering</div> 1045 <div class="custom-box-date">April 12, 2019</div> 1046 <div class="custom-box-body">Improving an important step in ML.</div> 1047 </div> 1048</div> 1049 1050<div class="custom-box" onclick="location.href='customer';"> 1051 <div class="custom-box-image"> 1052 <img src="/images/posts/2019-07-30-customer/kmeans_inertia_cosine.jpeg" alt="Post Image"> 1053 </div> 1054 <div class="custom-box-content"> 1055 <div class="custom-box-title">Create, Visualize and Interpret Customer Segments</div> 1056 <div class="custom-box-date">July 30, 2019</div> 1057 <div class="custom-box-body">In-depth exploration of cluster analysis.</div> 1058 </div> 1059</div> 1060 1061<div class="custom-box" onclick="location.href='black-boxes';"> 1062 <div class="custom-box-image"> 1063 <img src="/images/posts/2019-07-11-black-boxes/header.jpg" alt="Post Image"> 1064 </div> 1065 <div class="custom-box-content"> 1066 <div class="custom-box-title">How to leverage Explainable Machine Learning</div> 1067 <div class="custom-box-date">July 11, 2019</div> 1068 <div class="custom-box-body">Using PDP, LIME, and SHAP to create interpretable decisions that create value for your stakeholders</div> 1069 </div> 1070</div> 1071 1072<div class="custom-box" onclick="location.href='whatsapp';"> 1073 <div class="custom-box-image"> 1074 <img src="/images/posts/2019-06-27-whatsapp/header.jpeg" alt="Post Image"> 1075 </div> 1076 <div class="custom-box-content"> 1077 <div class="custom-box-title">How to use NLP to Analyze WhatsApp Messages</div> 1078 <div class="custom-box-date">June 27, 2019</div> 1079 <div class="custom-box-body">Using NLP to analyze WhatsApp messages between my wife and I</div> 1080 </div> 1081</div> 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 </article> 1101 </div> 1102 1103
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