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LLM KRL English to Tamil Version 1 - Bert model used

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  In Kaggle Notebook Published Here   import pandas as pd import torch from sklearn.model_selection import train_test_split, KFold from sklearn.metrics import accuracy_score, f1_score, confusion_matrix, mean_squared_error, roc_auc_score, precision_recall_curve, auc, roc_curve from transformers import AutoTokenizer, AutoModelForSequenceClassification, Trainer, TrainingArguments, EarlyStoppingCallback import numpy as np import matplotlib.pyplot as plt import random # Expand dataset with 100 samples by duplicating and adding slight variations sample_data = {     "text_english": [         "I am very happy to meet you", "I am disappointed with your work",         "You have done an excellent job, well done", "This is not good, I expected better",         "Thank you very much for your support", "I don't like your attitude",         "I'm grateful for your guidance", "Your work lacks quality",    
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Top 100+ Techniques for Verbal Ability & Reading Comprehension (VARC) - CAT Exam

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I. Reading Comprehension (RC) Techniques 1. Skim First, Read Later: Quickly skim the passage to get a general idea before diving into details. 2. Identify the Main Idea: Focus on the overall theme of the passage. 3. Look for Transition Words: Words like However, Thus, Therefore signal shifts in arguments. 4. Understand the Author’s Tone: Identify whether it is analytical, critical, optimistic, etc. 5. Focus on Opening & Closing Sentences: These often contain key information. 6. Analyze Passage Structure: Determine whether the passage follows an argumentation, cause-and-effect, or comparison structure. 7. Underline Keywords: Underline or note important facts and figures while reading. 8. Read Paragraph by Paragraph: Break the passage into manageable sections. 9. Map the Passage: Create a mental map of the passage to remember key points. 10. Identify Factual vs. Inferential Information: Recognize what’s stated explicitly vs. implied. 11. Avoid Assumptions: Base
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CAT Exam preparation

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CAT Exam Preparation Coherent Plan 1. Understand the CAT Exam Structure    - Sections: CAT has three sections:      1. Verbal Ability & Reading Comprehension (VARC)      2. Data Interpretation & Logical Reasoning (DILR)      3. Quantitative Aptitude (QA)    - Duration: 2 hours (40 minutes per section)    - Marking: +3 for correct answers, -1 for incorrect answers (MCQs only), no negative marking for non-MCQs. 2. Preparation Timeline & Schedule Phase 1: Build Foundations (Months 1-2)    - Focus on strengthening the basics in each section.    - Quantitative Aptitude: Cover topics like arithmetic, algebra, geometry, and number systems.    - Data Interpretation & Logical Reasoning: Practice different types of puzzles, data sets, and logical reasoning exercises.    - Verbal Ability & Reading Comprehension: Start reading newspapers, editorials, and novels to improve reading speed and comprehension.    Daily Plan:    - 2 hours of QA: Topic-wise conceptual clari
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TOP 10 IIM Programs for Part time & Merit + Scholarships

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Eligibility for Part-Time MBA Programs Most of the top IIMs offering part-time MBA programs accept CAT scores as a key part of their admission criteria. However, some programs also consider scores from GMAT, GRE, or the institute's own entrance exam. Here’s an overview: 1. Eligibility Criteria:    - Work Experience: Generally, candidates need to have a minimum of 3-5 years of work experience to be eligible for part-time programs.    - CAT/GMAT/GRE Scores: Many programs require a valid CAT score, while others accept GMAT or GRE.    - Bachelor’s Degree: A minimum of 50% marks in the undergraduate degree is usually required. There are relaxed criteria (45%) for SC/ST/PwD candidates. Free Merit-Based Scholarships While part-time programs at IIMs do not typically offer full merit-based scholarships, there are financial aid and fee concessions available, including: 1. Merit-Based Scholarships:    - IIMs usually have scholarships for full-time programs but less frequently for part-tim
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