Manan

In Natural Language Processing (NLP), smoothing techniques help handle unseen words by distributing probability mass to rare or unknown tokens, preventing models from overfitting to known data. This ensures better generalization and robustness. A similar approach could be applied to policymaking, where immediate emotional reactions often drive decisions, sometimes leading to policies that are not well-thought-out or have unintended consequences. What if we designed a governance framework that accounts for both historical precedent and future stability using a smoothing-inspired policy model ? The Concept: Future-Activated Policies Any policy drafted today would only come into effect after a predefined time window (e.g., 6 months to 2 years). This allows for public emotions to stabilize , giving policymakers time to reassess if the decision still holds after the initial wave of reactions. It prevents reactionary legislation based solely on current public sentiment , reducing the ris...

कुछ फैला हुआ सा डर है, कुछ छाई है इर्ष्या सी, जीत से नहीं, खुश होते - हार से दूसरों की, ना जाने क्या चाहते हैं, थाली का बैगन हो जैसे, आँखें मूंदे भागते जाते हैं।

Welcome, weary wanderer, step inside,   To Inefficiency's realm, where reason has died.   Absurdity's banner unfurls in the breeze,   Prepare for a journey that's sure to displease! Security Theater Passwords and codes, a labyrinthine maze,   OTPs descend in maddening waves.   "Prove you're not a bot, " the system does say,   Though a robot might find a more logical way. Time Bending In hours so meager, we work without end,    The laws of the cosmos, we twist and we bend.    Thirty-hour tasks compressed into eight,   While physics weeps for its pitiful fate. Money Out of Thin Air Where budgets go missing, and debts reappear,   Finances dance with a whimsical leer.   A conjurer's sleight with each debit and bill,   The rules of accounting surrender their will. Accountability? Never Heard of It What matters are failings, the stumbles, the slips,    Accomplishments fade, like words on your lip...

 In claim report Add DAname, initials or userid Add DA processing datetime separate Reason1, Reason2 In periodicity report: Add DAname, initials, userid Add DAprocessing datetime separate Reason1,Reason2  In Primary detail, Online detail, other detail Add Taskid,  Add name/initials/userid add Da processing datetime In transfer status: replace Slip Type mismatched  with the exact status and office where the request is pending Passbook Show the correct status whether the service has been added in new account of not. Transferred and added to Member id, transferred but not added to member id due to rejection, transferred but pending  

  from wordcloud import WordCloud def plt_word_cloud ( text ):     wordcloud = WordCloud().generate(text)     # take relative word frequencies into account, lower max_font_size     wordcloud = WordCloud(background_color= "white" ,max_words= 120 ,max_font_size= 40 , relative_scaling= 1 ).generate(text)     fig = plt.figure(figsize=( 10 , 8 ))     plt.imshow(wordcloud)     plt.axis( "off" )     plt.show() def prepare_cloud_text ( df , name = 'None' ):     df[ 'message' ]= df[ 'message' ]. str .replace( 'omitted' , ' ' )     df[ 'message' ]= df[ 'message' ]. str .replace( 'media' , ' ' )     text= ''     if name== 'None' :         k = df[ 'message' ]     else :         k = df[df[ 'name' ]==name][ 'message' ]     for i in k:         text = text+i     text = (text.encode( 'ascii' , '...

Title: Introduction: Life is a journey we all embark on, a road that stretches far into the horizon. Along this journey, we may have different vehicles, metaphorical chariots if you will, that carry us forward. Some may ride in luxurious, gilded chariots, while others rely on more modest means. However, the truth is that the condition of the path we all travel on touches every one of us, regardless of our chariots. In this blog post, we will explore the idea that our primary focus should be on constructing superior pathways in life, rather than fixating on the material trappings of our chariots. Furthermore, it's an undeniable fact that the common man of today enjoys more facilities and conveniences than the kings of the last century. The Universal Road: Life is an equal opportunity journey. No matter our background, wealth, or status, we all find ourselves navigating the same path - a path filled with challenges, joys, setbacks, and triumphs. This path is universal, and its condit...

 Using ML concepts to assess a political leaders tenure Accuracy - Aligning Actions with Promises: In assessing a  political leader's tenure, accuracy could metaphorically represent how well the leader's actions align with their campaign promises and stated objectives. Did they deliver on the core commitments they made to the electorate? Precision - Effectiveness in Achieving Goals: Precision in this context might refer to the leader's ability to implement policies and initiatives that effectively address the key issues facing the country. Were their actions targeted and well-executed? Recall - A Comprehensive Approach: Recall could signify the leader's ability to consider and address a wide range of issues and challenges during their time in office. Did they demonstrate a comprehensive understanding of the nation's needs? F1 Score - Balancing Act: The F1 score, as a balance between precision and recall, could metaphorically represent the  political leader's abi...