CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training
Paper
• 2504.13161 • Published
• 97
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1. Introduction
Abstract
Trend analysis has an interdisciplinary context that is shared by many researchers all over the world. The preliminary recommendation in this chapter is about visual trend
examination and identification in a given time series to feel what are the possibilities of trend existence either holistically or partially. In this manner the researcher will be able to decide which type of the probabilistic, statistical, and mathematical approach for its objective determination. A brief discussion about trend analysis usage is presented on the basis of a set of disciplines. Additionally, pros and cons
about trend analysis approaches are presented briefly and finally future trend research directions are mentioned with the purpose of this book.
IPCC. (2007). Climate change 2007: Impacts, adaptation, and vulnerability. Contribution of Working Group II to the fourth assessment report of the intergovernmental panel on climate change. Cambridge, UK: Cambridge University Press.
IPCC. (2013). Climate change 2013: The physical science basis. Contribution of Working Group I to the fifth assessment report of the intergovernmental panel on climate change. Cambridge, UK: Cambridge University Press.
IPCC. (2014). Climate change 2014: Impacts, adaptation, and vulnerability. Contribution of Working Group II to the fifth assessment report of the intergovernmental panel on climate change. Cambridge, UK: Cambridge University Press. |
Connecting Number Tiles Tub
Practice basic math skills with these tiles. 175 one-inch plastic pieces include 15 each of numbers 0-9 and 5 each of math symbols for adding, subtracting, multiplying, dividing, and “equal to.” Use to reinforce math concepts or to show math answers while working with young children. You can also attach magnets (not included) to the back of each tile to use on the refrigerator or dry erase board. Each set comes in a handy plastic container for easy storage.
Choking Hazard (1). Not <3 yrs. |
Suppose that
V
has finite dimension
n
. Then the interior product induces a canonical isomorphism of vector spaces
by the recursive definition
In the geometrical setting, a non-zero element of the top exterior power Λ
n
(
V
) (which is a one-dimensional vector space) is sometimes called a
volume form
(or
orientation form
, although this term may sometimes lead to ambiguity). Relative to a given volume form
σ
, the isomorphism is given explicitly by
The composition of
⋆
{\displaystyle \star }
with itself maps
Λ
k
(
V
) → Λ
k
(
V
)
and is always a scalar multiple of the identity map. In most applications, the volume form is compatible with the inner product in the sense that it is an exterior product of an
orthonormal basis
of
V
. In this case, |
Actually it pretty much did. All I had to do was google a question and it brought me to yahoo answers or something where someone else already asked the question. Or you could always google similar questions and work the method they used.
Yeah that's homework though. When 60% of the grade is assessment, google isn't there to help in class. Also, college credit is earned with a thorough knowledge of the subject when it comes time to take the exam.
Depends on the teacher I guess. In my experience, the tests aren't at all different from the homework just with a little twist thrown in. I mean, homework is basically the memorization of the math field.
Well the whole idea of tests vs homework is that homework is where you actually learn as opposed to do. If you're struggling with the test, it means you have some shoddy knowledge going on. Exams are a performance and demonstration thing, not a learning feature.
Homework supplements your learning, it doesn't replace it. If you solely google answers on homework (you don't do the reading and you don't get anything from the lecture) then you should not be able to pass.
In pure regurgitation exams, you will do fine, but anything that requires you to think critically will destroy you. Maybe I just have a skewed view coming from a liberal arts school. There is no way you could have passed any of the English, Religion, History, and Math courses I took by googling the answers to homework.
Sadly, as a tutor of college students who are doing their writing classes for all disciplines, (I'm talking everything from music history to organic chemistry) I can say this is unfortunately true in a lot of cases. |
Pupils aged between 6 and 16. We organise two maths inter-form competitions every year using Mangahigh games. We also use Mangahigh as part of our online homework and in-class tasks.
Click the class name tile in which you would like to add the student. The best feature about this site is. This web-based maths competition will see all schools across Ireland compete with each other in an online challenge to be a maths ninja across the 9 day challenge period.
Learn about fractions decimals geometry shapes graphs and time tables and more. Use your fractions and decimals ordering skills to correctly order the blooms in the garden and then harvest mature stems and sell them. The object of this maths game is to make as much money as possible by growing and harvesting valuable and exotic flowers.
12102012 How to cheat or hack manga high homework. Mangahigh is a games-based learning site for maths. Advertisement Why this Ad.
Its a great free resource to share with your students while they are learning at home. Helping students believe that talents can be developed. Manga High Math is a fantastic interactive math website consisting of 18 math games covering a variety of math topics across all grade levels.
Mangahigh is one of the worlds first gamification platforms for maths and coding helping students develop a conceptual understanding of key topics and building their confidence in the subjects. Always make at least three attempts at any Mangahigh activity. Click the Admin menu link.
Question: What is one of the main features of the Mangahigh website? Answer: It is a web-based maths competition where schools across Ireland can compete with each other. |
With fun and engaging activities, Collecting Data outlines the steps to properly gathering and organizing data, which include observation, assessing the reliability of sources, and critically assessing data in order to draw reliable conclusions. Readers begin their journey toward data literacy by developing their sense of curiosity, and then conducting investigations, just like solving a mystery.
Crystal Sikkens (author)
Publisher: Crabtree Publishing CompanyISBN: 9781427118370
The massive volume of information available in the world today makes clarity a key component of data literacy. Using engaging activities and relevant, real-life examples, both digital and online, Bar Graphs is an important stop along the information highway of the 21st century. Visual representations of data are the quickest and clearest way to share information. This title teaches young readers how to organize and present data using bar graphs, and explains how to interpret data in this form.
Lizann Flatt (author)
Publisher: Crabtree Publishing CompanyISBN: 9781427118387
In Line Graphs, readers will discover how to organize, present, and interpret data in this useful visual form. Relying on critical thinking to assess data, readers will learn how to recognize patterns and predict outcomes. Imaginative activities and meaningful, real-world examples, both digital and online, will stimulate young minds to "get in line" with the benefits of data literacy.
Hilary Koll, Steve Mills (author)
Publisher: Crabtree Publishing CompanyISBN: 9781427177162
Fun pictograms and infographics about computer games make learning about math topics such as ratios, speed, distance, time, volume, percentages, and equations easy and fun. In this book, readers are presented with several computer game scenarios and must use their mathematical skills to solve equations to up their scores. Math puzzles and exercises help children build confidence in their math skills.
Question: What is a key component of data literacy according to the text?
Answer: Clarity |
FREE Butterfly: Graph Mystery Pix {PowerPoint}
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Product Description
Kids watch this self-running 7 minute PowerPoint show for clues to solve the mystery butterfly picture (see thumbnail image). They use the lettered rows and numbered columns to locate each square and color it as directed. Optional questions are aligned with CCSS 1.OA.6 and 2.OA.2 (Add and subtract within 20.) A printable graph/grid is included. Your kiddos will enjoy combining math + art! |
25 November 2020 | Source: Oswaal Books Editorial Board | Join the Discussion
Over the years, students have been anticipating the different ways and strategies to prepare for CBSE board exams. As the exam dates come closer, stress and expectancy among students tend to grow and often lead to jitters. But it is well said that Rome was not built in a day! Preparing for board exams is an ongoing process which requires a full proof strategy and plans to study every ounce of the curriculum.
The most common question asked by students is how to prepare to secure a 96+ percentage in the last 3 months? Truthbomb? It is not going to be easy. But, fret not! A properly framed and well-planned routine can not just sail you through the CBSE Board exams but can also assist you in scoring the desired marks with academic excellence.
Here are some easy to follow tips, tricks, and hacks for all the students appearing in CBSE board exams 2020-21 that can help you secure a meritorious position. But before we begin, every student should understand that your marks are entirely dependent on all the hard work that you put in from the beginning of the year, and not just at the last few months.
This is where your preparation for excellence begins- A Time Table. The students need to draw a blue-print which should cover-
The timespan required to finish the syllabus.
The time required for self-study and self-assessment from the textbook.
The time that needs to be spent on referring to additional study material and other reference books.
The time that should be devoted to solving previous year question papers, CBSE sample papers, and question banks.
The time that has to be allotted to revision.
Since we are discussing the CBSE board exam preparation pattern to score good marks in the last 3 months, it is assumed that you have finished your syllabus for all the subjects. Now without much ado, let’s begin.
CBSE follows NCERT for the typology of questions and different important concepts. Hence, it becomes a vital point for all the students to self-study from NCERT textbooks carefully. For numerical based subjects like mathematics, physics, accountancy, etc., students should solve every question given in the prescribed textbook. As far as theoretical subjects like English, Business Studies, Hindi, History, etc. are concerned, the students should undergo an insightful reading of all the chapters.
Here is a tip: Read the chapters like you are reading a story or a novel. This will make the process interesting and help you cover the syllabus quickly.
Now, after NCERT questions, it’s time for solving different types of questions adhered to the CBSE pattern to make sure you are not just well-versed with simple questions but also with complex ones. There are dedicated CBSE question banks that can help you with the same. For instance, Oswaal Books has furnished CBSE Question Banks for Class 10th and 12th containing chapter-wise and topic-wise presentations of questions strictly based on the latest CBSE curriculum issued for the academic year 2020-21. Its question banks follow the revised NCERT Textbooks and Exemplar. Besides that, the previous year’s question papers with marking schemes and topper’s answers are what makes Oswaal Books’ CBSE Question Bank an ideal resource for final preparation.
Attention! Since we are organizing a follow up with the entire syllabus in the last 3 months of preparation, testing, and assessing your understanding of the concepts is highly significant. For that, every student should solve at least one CBSE sample paper every day. You can allot one day to each subject and solve a sample question paper for a particular subject.
By solving a sample paper, it is meant that students should solve the sample question paper and then get the answers checked or reviewed by the teacher. Why? Because that will help you identify, analyze, and then rectify the mistakes. You can also tally your answers from the solved question paper according to the CBSE marking scheme for the same purpose
Oswaal Books’ CBSE Sample Paper Class 10 & 12 | CBSE Books Class 10 | CBSE Books Class 12 for 2020-21 are released after revision as per the latest reduction in the syllabus directed by CBSE. There are 10 question papers in one Sample Paper book from which 5 are solved and 5 unsolved papers meant for self-assessment. Each question paper comes with proper hints to provide the students with exam-targeted study material. Some more interesting features of Oswaal CBSE Sample Question Papers are:
All questions are based on the CBSE pattern.
There are perfect solutions along with CBSE marking scheme and specified word limit.
Answering Tips are given for the students to observe how a perfect answer is supposed to be penned.
Commonly Made Errors section is furnished to make the students aware of the mistakes which should be avoided.
Mind Maps and Oswaal Grammar Charts are also provided in the sample question paper to clarify any further doubts.
Important Tip: Sit with a stopwatch and set it for 3-hours, just like you are giving a proper exam. This will help you channelize your mind according to the CBSE board exam and boost your confidence.
We would not suggest that you should spend your time going through and solving 10-year question papers. This is because CBSE tends to update and revise its paper pattern time-to-time. So, solving the last 5-year CBSE question papers would be favorable. This will help you understand the type of questions asked and some specific questions or topics which have been recurring in all the previous year’s papers. Oswaal Books provides CBSE 5 years’ solved question papers for class 10th and 12th for all the subjects.
In this resource, you will find the solved board examination paper 2020 along with CBSE marking scheme from 2012 to 2019 for in-depth study. Besides that, previous years’ board examination questions with solutions from March 2012 to March 2019 are included to facilitate focused study. Students can also refer to handwritten answer sheets of the topper from 2015-2018 for perfection in answering board examination questions. The answers are elaborated to clarify the concepts. Moreover, a hybrid edition is regulated for digital learning especially for the students.
Why are previous year’s question papers important?
You will be able to observe the level of difficulty and important questions.
You will be able to figure out the repeating questions and concepts.
You will be able to figure out your true level of securing and scoring 96+ marks.
The clock is ticking! There is no time for you to skip your study routine. Now, it is very important to start revising everything that you have studied. So, take out the class notes and tuition notes, and read all the highlighted points, important concepts, and topics every morning. Studying early morning with a fresh mind is the best way to memorize things. In the morning, your mind is alert and can easily memorize formulas, names, important dates, etc. Hence, subjects that have formulas, theorems, and even other concepts to be memorized should be studied in the morning.
You are done with the syllabus, you have referred to CBSE question banks, you have solved CBSE sample papers, and you have assessed yourself by solving CBSE 5-year question papers. Considering that you still have 1 month left for board exams, it is time to undergo the most crucial phase- the final revision.
Wake up early in the morning and begin with solving CBSE pullout worksheets for mathematics, physics, chemistry, accountancy, etc. These are primarily numerical-based subjects. You are not supposed to lose contact with the formulas, theorems, and equations. So, keep practising for at least 5-6 hours.
Devote the rest of the day to theoretical subjects like business studies, Hindi, English, biology, history, etc. Memorize important dates, names, and places. Try to write down everything you study. This will help you memorize in a precise way.
Do not stop with self-assessments. Keep analyzing and rectifying your mistakes to avoid them in the final examination.
As these are the last days of your CBSE exam preparation, avoid going back to reference books like RD Sharma, etc. You need to be very confident about your understanding by now. Stick to solving CBSE worksheets, question banks, CBSE sample papers, and previous year solved question papers for practice.
What should you do to score more than 96 percent marks in CBSE Board Exams 2021?
Do not avoid NCERT questions (those are actually the most important ones).
When you study a certain topic, write down the main points, highlight the important topics, and keep on making notes.
Write down all the formulas, theorems, and equations.
Focus your mind on learning and not entirely on scoring. You will score well if you have a proper understanding of the concepts.
Practice, practice, practice. Solve as many questions as you can.
Take help from the teachers and get your answers checked to identify and rectify mistakes.
Take breaks. Do not stick to your study room as that might make the entire process boring.
Keep on revising your notes.
What shouldn’t you do to score more than 96 percent marks in CBSE Board Exams 2021?
Stop procrastinating and leaving everything for the last moment. This habit might not lead you to success.
Do not keep switching between social media and your books. Stay focused.
Do not hinder your sleep pattern.
Do not shift to another topic before you have completely understood the previous one.
Never read numerical problems. Solve them properly.
In a nutshell
In the last few months of preparation for CBSE Board Exams 2021, students are supposed to practice solving CBSE sample papers and previous years’ question papers to understand the paper writing and pattern. However, it is equally important to keep revising the syllabus and important areas of the curriculum. After CBSE reduced the syllabus of class 10th and 12th by 30%, speculations are constantly made about the difficulty level of the CBSE examination 2021. The only thing that a should keep in mind is that he/she needs to actively prepare for the best. Good scores can only be achieved by understanding the subjects thoroughly. |
What are some good resources for teaching kindergarteners to count?
A:
Quick Answer
Teachers seeking resources for teaching kindergarteners to count can collaborate with fellow teachers for instructional materials and ideas for activities. Higher education classes and workshops on teaching also provide resources, lesson plans and activities such as counting games or homemade flash cards students can make and decorate in class.
Websites such as Education.com, personal blogs by kindergarten teachers and school-sponsored sites feature instructional plans, videos and podcasts that illustrate how to teach counting to elementary students. Many resources offer templates for games, such as counting toys or books in the classroom, or ways to teach counting using money, marbles or coins. Teachers can also incorporate counting lessons into daily routines, such as counting how many children sit in each row or counting the number of chairs in the room.
Question: What is one way to incorporate counting into daily classroom routines? Answer: Counting the number of children sitting in each row |
ClimbMix1K
About
Subsampled version of gvlassis/ClimbMix containing 1,000 samples while preserving the original 20-cluster ratio distribution.
Description
This dataset is created by stream-sampling from gvlassis/ClimbMix without downloading the full 553M rows. The sampling preserves the exact ratio distribution across all 20 clusters using the largest-remainder method.
Per-cluster quotas:
| cluster_id | topics | documents | ratio |
|---|---|---|---|
| 1 | Mathematics, Statistics, Education, Online Tutoring | 9 | 0.90% |
| 2 | History, Mathematics, Literature, Religion | 12 | 1.20% |
| 3 | Medieval History, Music History, Art and Culture | 14 | 1.40% |
| 4 | Education, Wellbeing, Digital Learning, STEM | 38 | 3.80% |
| 5 | Career, Education, Finance, Technology | 19 | 1.90% |
| 6 | Aluminum, Physics, Biology, AI & Robotics | 178 | 17.80% |
| 7 | Conservation, Wildlife, Plants, Pets | 167 | 16.70% |
| 8 | Gaming, Gambling | 12 | 1.20% |
| 9 | Astronomy, Space, Astrophysics | 8 | 0.80% |
| 10 | Leadership, Health, Education, Safety | 73 | 7.30% |
| 11 | Programming, WebDesign | 16 | 1.60% |
| 12 | Photography, Technical, Food, Crafts | 257 | 25.70% |
| 13 | Sports | 9 | 0.90% |
| 14 | Music, Composition, Performance | 3 | 0.30% |
| 15 | Fantasy, Animation, Fiction | 2 | 0.20% |
| 16 | Environment, Energy, Sustainability | 73 | 7.30% |
| 17 | Health, Nutrition, Disease, Medicine | 70 | 7.00% |
| 18 | Performance, Security, Networking, Privacy | 23 | 2.30% |
| 19 | Computers, Relationships, Social Issues, Culture | 12 | 1.20% |
| 20 | Women's History, Immigration, Politics, Public Health | 5 | 0.50% |
Total: 1,000 samples
Usage
import datasets
# Load a specific cluster
dataset = datasets.load_dataset("aimlresearch2023/ClimbMix1K", "cluster_id=12", split="train")
# Or load all clusters
dataset_dict = datasets.load_dataset("aimlresearch2023/ClimbMix1K")
Source
- Source dataset: gvlassis/ClimbMix
- Original paper: ClimbMix
- Sampling method: Stream-based ratio-preserving subsampling
- Downloads last month
- 45
Size of downloaded dataset files:
2.1 MB
Size of the auto-converted Parquet files:
2.1 MB
Number of rows:
1,000