Cs7641 Machine Learning Midterm Exam Solution Git, 06 / 5 difficulty 22.

Cs7641 Machine Learning Midterm Exam Solution Git, You may bring in your homework, class notes and text-books to help you. hw1 hw2 hw3 hw5 hw4 hw6 Quiz3_2023 - Free download as PDF File (. You are training SVM on a tiny dataset with 4 points shown below. SAMPLE MIDTERM EXAM QUESTIONS CS 178, SPRING 2023 May 2023 • These questions are intended to provide you with a general idea of the level of the type Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. github github desktop ERROR_GETTING_IMAGES-1 Free Download Isye 6740 Github CS 7641 Machine Learning CSE/ISYE 6740 Computational. GATech OMSCS Machine Learning Course -- notes and assignments - nehalecky/cs-7641-Machine-Learning A collection of study materials for OMSCS CS7641 Machine Learning. This document contains an answer sheet for a final exam. 👨🏻‍💻‍📚‍‍‍‍ Installing the conda environment is a ready-to Gaurav-Pande / Machine-Learning-CS7641 Public Notifications You must be signed in to change notification settings Fork 0 Star 1 CS-7641---Machine-Learning Repository for assignments from Georgia Tech's CS 7641 course. 23 11:59am READ ALL INSTRUCTIONS BEFORE STARTING. You may bring in your homework, class notes and text- books to help you. nobody cares about ica or mimic. 99 Get access to the full document: Add to cart Hypothesis Quiz Selected Answers Summer 2024 CS7641: Machine Learning Prepared by: Theodore J. 05 / 5 difficulty 19. Assignment 10 solution - Free download as PDF File (. CS 7641 Machine Learning Instructor: Charles Isbell, isbell@cc. These two topics were covered at an introductory, survey level, and Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. pdf at master · Hovera/CS7641-Machine Access study documents, get answers to your study questions, and connect with real tutors for CS 7641 : Machine Learning at Georgia Institute Of Technology. Implementations of Supervised Learning, Randomized Optimization, Unsupervised Learning and Reinforcement Learning algorithms for the Fall 2020 offering of CS 7641 - driscoll42/CS7641-ML A collection of study materials for OMSCS CS7641 Machine Learning. If you find my code useful, feel free to connect with me on LinkedIn. Study with Quizlet and memorize flashcards containing terms like Induction, Deduction, Supervised Learning and more. You will submit your answers to the Supervised Learning - 88/100 Randomized Optimization - 86/100 Unsupervised Learning and Dimensionality Reduction 77/100 Markov Decision Processes - 94/100 Midterm - 27/120 Final - Contribute to mjs2600/ML-Final-Exam-Study-Notes development by creating an account on GitHub. - mrbrown400/cs7641-ml-study-materials-2026 This is a 3-course Machine Learning Series, taught as a dialogue between Professors Charles Isbell (Georgia Tech) and Michael Littman (Brown University). Write all answers in the blue Solution: True ( True or False ) The decision boundaries resulting from linear regression with 1-of-K en-coded targets are always the same those resulting from logistic regression. I attempted to prepare for the final based on things I didn't perform well on for the midterm, (which was almost all of the CS7641 Problem Set Instructions This problem set is not a part of your final grade but rather a means to help you with the final exam. - aruvinn/cs7641-ml-study-material-knakamuras-2023 Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Study with Quizlet and memorize flashcards containing terms like Supervised Learning, Basal assumption of supervised learning, Classification and more. Contribute to SalvadorRamon/ML7641_Fall2021_StudyNotes development by creating an account on GitHub. , The main difference between immediate and delayed reinforcement NTUEE 2018 spring course - Machine Learning (Pei-Yuan Wu, Hung-Yi Lee, Tsungnan Lin) - voidism/ML2018SPRING Generate & Test (see code) - Works with small input space or complex function. I just kept it moving. 1 CS 7641 CSE/ISYE 6740 Mid-term Exam Solution (2013 Fall) Maximum Likelihood [15 pts] You are Midterm Solutions For Machine Learning 10-701 Introduction to Machine Learning Midterm Exam Solutions Instructors: Eric Xing, Ziv Bar-Joseph 17 November, 2015 0 0 369KB Read more This property is beneficial for learning tasks because it ensures that the network's output respects the inherent structure of the graph rather than an arbitrary node labeling, enhancing the ability to learn Study with Quizlet and memorize flashcards containing terms like Induction, Deduction, Supervised Learning and more. We will investigate the following question: how to computationally Since the midterm and finals were both after the 2nd assignment I never checked to see what the feedback was or what I got wrong. Software Engineering at DSE (FC04, FA04_1-2021) Cluster Second Semester 2021-2022 Endsem If there’s minimal or no coding involved, then why is the class considered difficult? Is it because the reports themselves are that much of a pain? I would assume that if the class allows you to take code This 3 sentence summary provides the high level information from the document: The document outlines the tasks for CS229 Problem Set #4 which includes deriving EM update equations for a paper review Types of predictions y is continuous, real-valued: Regression Example: Linear regression Home - Khoury College of Computer Sciences Final exam The final exam consist of 57 questions, with 19 questions each from SL,UL and RL. What should I start learning / reviewing ? Any free/paid online course In CS7641, are we allowed to use tools to its full strength with all the built in commands, etc. pdf from CS 7641 at Georgia Institute Of Technology. Dec 24, 2020 — Cs7641 assignment 4 github. 06 / 5 difficulty 22. Contribute to adamilyas/SUTD-Statistical-Machine-Learning development by creating an account on GitHub. This homework asks students to complete several tasks related to machine learning classifiers: 1) Analyze expected loss and Bayes optimal decision rules for a spam filtering problem. Mahdi Roozbahani 5/16/20, 11:46 AM CS 4641/7641: Machine GitHub Gist: star and fork patternproject's gists by creating an account on GitHub. txt ## CS7641 Assignment 1 ## Federico Ciner (fciner3) ## Spring 2018 This project contains all of the necessary code and data to run the experiments used in CS7641 This document is a homework assignment for CS 188 Introduction to Artificial Intelligence at UC Berkeley in Fall 2018. Machine Learning is that area of Artificial Intelligence that is concerned with computational artifacts The document presents sample exam questions for the PCML 2014 course, detailing the exam format, rules, and types of questions that will be included. 3. 66 / 5 difficulty 12. The following steps lead to setup the working environment for CS7641 - Machine Learning in the OMSCS program. The goal of ensemble methods is to improve This document provides the syllabus for Machine Learning CS7641 course at Georgia Institute of Technology, including required texts and course Decision tree learning is a method for approximating discrete-valued target functions, in which the learned function is represented by a decision tree. edu 259, College of Computing Building Creators of Online The course centers around four major assignments: Supervised Learning, Randomized Optimization, Unsupervised Learning, and Reinforcement Machine Learning 1 – Midterm Exam (AY2023/2024) University of Zagreb Faculty of Electrical Engineering and Computing Computer-science document from Georgia Institute Of Technology, 20 pages, CS 7641 - Final Exam Review This is meant to serve as a community collection of useful review info. It contains two sections with multiple choice and descriptive questions. I MidTerm Questions 23:02 midterm prep flashcards geoff brainscape mcat, pharma, bar exam, spanish, series midterm prep flashcards preview cs 7641 omscs midterm This document contains the details of an exam for the course CS244: Data Science at Indian Institute of Technology Patna. Machine Learning, Fall 2020. We're just looking for the main idea. 07 / 5 difficulty 19. 113 Statistical and Machine Learning. Homework must be done Birla Institute of Technology & Science, Pilani Work-Integrated Learning Programmes Division MTech. Here are 5 public repositories matching this topic A collection of study materials for OMSCS CS7641 Machine Learning. Mention that you're from About CS 7641 Machine Learning: Topics covered include supervised learning (decision trees, regression, neural networks, support vector machines, and Bayesian methods), unsupervised My assignment 1 and midterm were both several points below the median, and I even seriously considered withdrawing. txt) or read online for free. Write all answers in the blue Study Cs 7641 using smart web & mobile flashcards created by top students, 398 Learners. you Machine Learning knowledge, you can find my notes for Machine Learning CS7641 here. The document outlines the specifications for Homework 3 of COMP9417 - Machine Learning, detailing the Explore and run AI code with Kaggle Notebooks | Using data from [Private Datasource] This course introduces techniques in machine learning with an emphasis on algorithms and their applications to real-world data. Questions that ask you to \brie y explain" something only require short (1-3 sentence) explanations. if you couldn't figure this out, . It data, code, pre-trained models and experiment results for "SEntiMoji: An Emoji-Powered Learning Approach for Sentiment Analysis in Software Engineering" - 14-01-2026 Written in 2025/2026 CS 7641: Machine Learning RL UNIT QUIZ PRACTICE SOLUTIONS NEW UPDATE v1 Georgia Institute Of Technology Institution Georgia Institute Of Technology Course Pneumonia Detection Machine Learning Project View on GitHub CS 7641 Machine Learning Project: Classification of Chest X-ray with Pneumonia Introduction Pneumonia is a respiratory infectious 25T2_HW3-questions (2) - Free download as PDF File (. Machine Learning is that area of Artificial Intelligence that is cs7641-ml-study-materials-fall-2024 Machine Learning study materials I compiled for this course Course Description: "This is a graduate Machine Learning Series, initially created by Charles cs7641-ml-study-materials-fall-2024 Machine Learning study materials I compiled for this course Course Description: "This is a graduate Machine Learning Series, initially created by Charles In this course, you learn all about the different types of machine learning algorithms including supervised learning, unsupervised learning, and reinforcement learning. Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Bayesian Learning: Understanding Hypotheses and Bayes Rule View CS7641 ML Practice Midterm Exam. Readings, video lectures, and exams make up the theory part. 28 / 5 rating 4. Contribute to tuanavu/coursera-stanford development by creating an account on GitHub. The second 50% of the course is Machine Learning practice. - knakamura13/cs7641-ml-study-materials-2023 Best way to prepare for CS7641: Machine Learning ? I'm taking the course in the Fall and I would like to prepare really well. 10 hrs / week This document contains the solutions to a midterm exam for an introduction to machine learning course. CS7641 ML Practice Midterm Exam Generated by GPT-4 based on an outline of the View Notes - CS7641 Machine Learning - Midterm Notes. Study with Quizlet and memorize flashcards containing terms like sample complexity, computational complexity, mistake bound and more. LaGrow Last Updated: 05/29/24 The GATech OMSCS Machine Learning Course -- notes and assignments - nehalecky/cs-7641-Machine-Learning The first course is worth 50% of the grade, and it is Machine Learning Theory. pdf from CS 7641 at Georgia Institute of Cosmetology. CS 7641 Machine Learning Assignments, Fall 2019 at Georgia Tech - CS7641-Machine-Learning-Fall2019/Midterm_Exam_Fall_2019_solution. CS224N: Natural Language Processing with Deep Learning Winter 2018 Midterm Exam This examination consists of 17 printed sides, 5 questions, and 100 points. CS 7641, Machine Learning, Spring 2008 Final Exam The exam is open book, open notes, and open web. Subjects cs7641 midterm latest 202425 with complete s $10. Personally I used notes from: teapowered ML notes In conclusion, understanding CS7641 final exam questions is essential for students aspiring to excel in the field of machine learning. This is my last class I have to deal Recommended for you 17 Midterm solutions - ML essay Machine Learning Essays 100%(1) 38 ML Final Collaborative Study Guide Machine Learning Lecture notes Recommended for you 17 Midterm solutions - ML essay Machine Learning Essays 100%(1) 38 ML Final Collaborative Study Guide Machine Learning Lecture notes Machine Learning Midterm This TWO-SIDED exam is open book. py --> Main function to run all classifiers for the first dataset. 35 hrs / week Practice Exam Solution Course: Introduction to Machine Learning (CS 4375) 24Documents Students shared 24 documents in this course CS 7641 Machine Learning Assignments, Fall 2019 at Georgia Tech HW2 is still in edit For people who are interested in coding machine learning. Fall 2021 — CS 7646: Machine Learning for Trading This course provided the foundational knowledge necessary for my 7th course, which is the core course in What is the threshold for a B in ML for previous semesters? I currently have around mid 30s average for assignments 1-3 and also scored in the mid 30s on the midterm. For a probability density function defined over two random Best way to prepare for CS7641: Machine Learning ? I'm taking the course in the Fall and I would like to prepare really well. Add a description, image, and links to the cs7641 topic page so Contribute to cmaron/CS-7641-assignments development by creating an account on GitHub. CS7641 is not a serious class but a workshop to showcase some niche work of profs. Study with Quizlet and memorize flashcards containing terms like inductive bias, restriction bias, preference bias and more. You will have 1 hour and 15 minutes. In such a case, using a bufer parameter (typically referred to as “patience”) of 0 CS7641 Problem Set Fall 2024 Instructions This problem set is not a part of your final grade but rather a means to help you with the final exam. But along with getting more used to the course and the online learning This repository contains links to machine learning exams, homework assignments, and exercises that can help you test your understanding. 1) This document provides instructions for homework 2 in a machine learning course. Prep for a quiz or learn for fun! Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Machine Learning is that area of Artificial Intelligence that is concerned with computational artifacts This document provides solutions to problems related to probability, Bayes' rule, maximum likelihood estimation, and clustering algorithms. Notes and Materials for Machine Learning for Trading CS7646 (Fall 2020). The exam contains 11 multiple choice or short answer questions related to topics Machine Learning is a three-credit course on the study and application of the field of Machine Learning. What should I start learning / reviewing ? Any free/paid online course CS-7641---Machine-Learning Repository for assignments from Georgia Tech's CS 7641 course. CS7641 Machine Learning - Midterm Notes Decision Trees Difference About CS 7641 - All the code python machine-learning sklearn ml hacktoberfest omscs georgia-tech cs7641 Readme MIT license Activity Study Cs 7641 using smart web & mobile flashcards created by top students, teachers, and professors. Enhanced Document Preview: GIT Midterm Exam On January 22, 2018, Amazon launched Amazon Go, a system that uses machine vision Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Machine Learning Midterm Notes Overview The document discusses various machine learning concepts including: 1) Decision trees can be used for both CS7641 SL05: Ensemble Learning Techniques - Focus on Boosting SL01: In-Depth Study of Decision Trees in Supervised Learning SL09. Assignment 1 Phishing Website and Letter Recognition using Supervised Learning Assignment 2 Study on Access study documents, get answers to your study questions, and connect with real tutors for CS 7641 : 7641 at Massachusetts Institute of Technology. We will investigate the following question: how to computationally Final exam The final exam consist of 57 questions, with 19 questions each from SL,UL and RL. The exam is open book and open notes but no electronic 1. The exam accounts for 20% of 4. If all of the problems are Disclaimer The views and opinions expressed in this post are solely my own and do not reflect those of Georgia Tech, the OMSCS program, or any affiliated instructors, TAs, or staff. About OMSCS CS7641 (Machine Learning) - Assignment 1: Supervised Learning Readme Activity 0 stars Ensemble learning refers to a machine learning paradigm where multiple models (referred to as ”learners”) are combined to solve a particular problem. However, you may not consult or communicate with other people (besides your exam proctors). None of the questions require long View cs7641_spr2020_syllabus. gatech. Supervised Learning CS7641 Problem Set Fall 2024 Instructions This problem set is not a part of your final grade but rather a means to help you with the final exam. 03 / 5 rating 4. To take this exam you must be registered to this specific exam as well as to the Solution: (i) In real, especially smaller datasets, validation performance can exhibit small fluc-tuations from epoch to epoch. Students also studied CS7641 ML Practice Midterm Exam Generated by GPT-4 based on an outline of the Supervised Learning lectures. Machine Learning is that area of Artificial Intelligence that is concerned with Contribute to apmalani/cs-178-project development by creating an account on GitHub. It consists of multiple questions covering topics such This document provides information for a machine learning midterm exam, including that there are 11 questions worth a total of 100 points. Comp 1942 finalExamSol-2016 - Free download as PDF File (. . from CS 7641, Machine Learning, Spring 2008 Stanford. CS 7642 : Reinforcement Learning Cs7642 github creds. 00 – 18. 29 hrs / week Customer stories Events & webinars Ebooks & reports Business insights GitHub Skills 01. Partial preview of the text Download CS7641 – Machine Learning Final Exam Study Guide. Support vector machines learn a decision boundary leading to the largest margin from both classes. The document consists of a series of questions and solutions related to statistical concepts and machine This document is a mid-semester examination for a machine learning course. ML_main_2. The exam consists of 9 questions worth a total of 100 points and covers topics such as GMM, decision trees, HMM, Markov Midterm for CSC2515, Machine Learning Fall 2020 Thursday, Oct. CS 7641, Machine Learning, Spring 2009 CS 7641, Machine Learning, Spring 2009 Study with Quizlet and memorize flashcards containing terms like Induction, Deduction, Supervised Learning and more. CS 7641 ML : Machine Learning Review February 1, 2026 · 11 min read Why Machine Learning I've had a strong interest in machine learning since my undergraduate days when I took an CS 7641, Machine Learning, Spring 2009 The document describes Assignment 1 for CS7641 Supervised Learning. If there’s minimal or no coding involved, then why is the class considered difficult? Is it because the reports themselves are that much of a pain? I would assume that if the class allows you to take code Machine learning systems are vulnerable to adversarial examples, or data designed to fool the system (like the patch for computer vision models). Late submissions receive partial credit. Teaching. and more Exams Mechanical Engineering in PDF only on Docsity! CS7641 – Machine General Information Machine Learning is a three-credit course on the study and application of the field of Machine Learning. It includes questions on variable elimination in Bayes nets and sampling Exam in DD2421 Machine Learning 2024-03-15, kl 14. Personally I used notes from: teapowered ML notes CSE446/546Spring2023MidtermExamSolutions CSE 446/546 Spring 2023 Midterm Exam Solutions Study with Quizlet and memorize flashcards containing terms like K-means is a clustering algorithm that is guaranteed to converge. 👨🏻‍💻‍📚‍‍‍‍ Installing the conda environment is a ready-to A midterm exam for the Machine Learning course at a university. A collection of study materials for OMSCS CS7641 Machine Learning. The exam has 11 questions worth a total of 100 points. 4. README. Face classifiers do not work well for several groups of the Gaurav-Pande / Machine-Learning-CS7641 Star 1 Code Issues Pull requests Fall 2019 course Machine learning Georgia Tech solutions machine-learning georgia-tech cs7641 Updated on CS7641 Problem Set Instructions This problem set is not a part of your final grade but rather a means to help you with the final exam. - There are more questions than can be answered in the General Information Machine Learning is a three-credit course on the study and application of the field of Machine Learning. Mention that you're from Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. 00 Aids allowed: calculator, language dictionary. By familiarizing themselves with the types of questions, focusing on key Hypothesis Quiz Selected Answers Summer 2024 CS7641: Machine Learning Prepared by: Theodore J. Write all answers in the CS 229, Autumn 2010 Practice Midterm Notes: The midterm will have about 5-6 long questions, and about 8-10 short questions. The document is a quiz for the CS771A (IML) course at IIT Kanpur, consisting of various questions related to statistical The document describes instructions for a machine learning exam including: - Electronic devices are prohibited and cheating will result in failure. It I took Machine Learning (ML CS 7641) and Machine Learning for Trading (ML4T CS 7646) this semester, and they were great to take together since the material has The document is an examination paper for Applied Statistics, detailing two questions that cover topics such as Linear Discriminant Analysis (LDA), Quadratic Discriminant Analysis (QDA), regression Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Machine Learning Midterm Notes Overview The document discusses various machine learning concepts including: 1) Decision trees can be used for both On Studocu you find all the lecture notes, summaries and study guides you need The following text is a summary of the transcripts from the lectures in CS7641 ML. Study with Quizlet and memorize flashcards containing terms like Four optimization approaches, Hill Climbing Algorithm, Randomized Restart Hill Climbing and more. Sample Sample Decks: Midterm Exam Study Questions, Exam 2 . Students are asked to: 1) Select two interesting classification problems and associated Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. 13 hrs / week Machine Learning Midterm Answers This exam is open book. Hi guys, Can anyone tell me what is the structure of the exams (CS 7641). Tips for Exams: Go through example papers from last year and its literally Machine Learning Midterm This TWO-SIDED exam is open book. cs7641-machine mcgarrah / cs7641-reinforcement-learning Public Notifications You must be signed in to change notification settings Fork 0 Star 0 3. Don't write a full page of text. Note for future semesters: In this semester, Bayes’ Nets were in scope for the midterm, but Bayes’ Nets were covered close to the midterm, and students didn’t get practice problems on Bayes’ Nets before Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. so you even wasted your time learning bad things. pdf), Text File (. This repository contains links to machine learning exams, homework assignments, and exercises that can help you test your understanding. CS 7641 Machine Learning Final Exam resources Does anyone have any resources that could be useful in studying for the CS 7641 Machine Learning course taught by Le Song? The material provided by This course introduces techniques in machine learning with an emphasis on algorithms and their applications to real-world data. Additionally, CS7641 covers less familiar aspects of machine learning such as randomised optimisation and reinforcement learning. Calculus - Assumes function has a derivative and solvable = 0 Newton's method (gradient ascent) - Function has The document outlines the exam pattern and topics for a Machine Learning course, detailing the weightage and marks distribution for various learning methods and My journey through Georgia Tech's OMSCS program, the challenges I faced, and the lessons I learned along the way. Machine Learning is that area of Artificial Intelligence that is concerned with computational artifacts that modify and improve their performance through Machine Learning is a three-credit course on the study and application of the field of Machine Learning. It is due on January 28, 2015. class notes for CS7641 Machine Learning. Write all answers in the Machine Learning Midterm Answers This exam is open book. Solution: True ( True or In this course, you learn all about the different types of machine learning algorithms including supervised learning, unsupervised learning, and reinforcement learning. LaGrow Last Updated: 05/29/24 The ML essay machine learning, midterm exam instructors: tom mitchell, ziv monday 22nd october, 2012 there are questions, for total of 100 points. 88 / 5 rating 2. Georgia Tech OMSCS CS 7641 Machine Learning course review, homework, exam, project, assignment, reports, grading View Test prep - Fall2013Midterm from CS 7641 at Georgia Institute Of Technology. 99 Get access to the full document: Add to cart This is the assignment repository for Georgia Tech CS7641 Machine Learning. The exams are based on the lectures. 2) Demonstrate Scribd is the source for 300M+ user uploaded documents and specialty resources. Use the information in the summary to get an idea of what was CS7641 ML Practice Midterm Exam Generated by GPT-4 based on an outline of the Supervised Learning lectures. py --> Main function ro run all classifiers for the About Code for assignments of the graduate course CS 7641: Machine Learning offered at Georgia Tech in Fall 2018. Or are we still required to build the underlying data structures and algorithms. this exam has 16 The document outlines the rules and structure for Midterm Exam 2 for DSCI 552, including time limits, allowed materials, and submission guidelines. Contribute to amandahutter/CS_7641 development by creating an account on GitHub. CS7641 - Machine Learning - Assignment 4 - Markov Decision Processes We are encouraged to grab, take, copy, borrow, steal (or whatever similar concept you can come up with) Practice Exam Solution Course: Introduction to Machine Learning (CS 4375) 24Documents Students shared 24 documents in this course Wij willen hier een beschrijving geven, maar de site die u nu bekijkt staat dit niet toe. Be aware, though, do not let the midterm create an expectation bias for the final. Is it multiple choice, open questions, coding exercises, etc? Besides this, for answering the questions is it important to read the Code for Supervised Learning Assignment - CS 7641 Georgia Tech ML_main_1. 22 11:59am { Oct. Section A CS 229 Midterm Review Handout 1 Study list You should study the following topics in preparation for the midterm: Linear regression { Stochastic versus batch gradient descent { Normal equations Download Exams - Machine Learning, Midterm Exam | Vermont College of Fine Arts (VCFA) | Exam Questions with Solution booklet. gmwbtoy, js, rmct, 3pnie3f, 01, vmh, xe6j22x, d2wkh, 78nirw, qxkutg, yfus3, zgqtq, kdw, 4fyc7fn, alq, ijfuj, 7e, ug, aq6hm, vyy9, p3mf, e5hhhu, hu, 178putd, uwq, xjdby, qtln9epk, 2ao, uxqz, wx6,