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Showing posts with the label my innovation

LLM KRL English to Tamil Version 1 - Bert model used

  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",    

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

Finding How many same values in the Nth order Power of Number's Series

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Finding or Searching Number formula in: " N (or) Multidimensional in G.P series " included 2 and 3 dimensional formula also (Tamil and English Version)

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Finding or Searching Number formula in: " N (or) Multidimensional in A.P series " included 2 and 3 dimensional formula also (Tamil and English Version)

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Generalized Starting Number Formula for: "Odd/ Even type Multidimensional Hyper Magic Cubes" in Tamil Language

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Generalized Starting Number formula for: " 3 Dimensional Magic CUBE for odd/even typed patterns" by my Tamil Language

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Formula and Algorithm for "Magic Six or Hex a Star (for Addition)"

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Formula and Algorithm for "Magic Five or Pen-ta Star (for Addition)"

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