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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Four Sequential or series Squared Numbers Formula's in two cases

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In this I've observed and innovated new shortcut Math formula of Four Sequential or series Squared Numbers Formula's in two cases;

Case 1: Only applicable for positive numbers;
Case 2: it will be applicable both negative and positive numbers in those series;

Condition : d- difference must be unique;

See below pictures that I've made it in two formulas


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