#nltk

[pythonprogrammingsnippets]

python iterative monte carlo search for text generation using nltk

You are playing a game and you want to win. But you don't know what move to make next, because you don't know what the other player will do. So, you decide to try different moves randomly and see what happens. You repeat this process again and again, each time learning from the result of the move you made. This is called iterative Monte Carlo search. It's like making random moves in a game and learning from the outcome each time until you find the best move to win.

Iterative Monte Carlo search is a technique used in AI to explore a large space of possible solutions to find the best ones. It can be applied to semantic synonym finding by randomly selecting synonyms, generating sentences, and analyzing their context to refine the selection.

# an iterative monte carlo search example using nltk # https://pythonprogrammingsnippets.tumblr.com import random from nltk.corpus import wordnet # Define a function to get the synonyms of a word using wordnet def get_synonyms(word): synonyms = [] for syn in wordnet.synsets(word): for l in syn.lemmas(): if '_' not in l.name(): synonyms.append(l.name()) return list(set(synonyms)) # Define a function to get a random variant of a word def get_random_variant(word): synonyms = get_synonyms(word) if len(synonyms) == 0: return word else: return random.choice(synonyms) # Define a function to get the score of a candidate sentence def get_score(candidate): return len(candidate) # Define a function to perform one iteration of the monte carlo search def monte_carlo_search(candidate): variants = [get_random_variant(word) for word in candidate.split()] max_candidate = ' '.join(variants) max_score = get_score(max_candidate) for i in range(100): variants = [get_random_variant(word) for word in candidate.split()] candidate = ' '.join(variants) score = get_score(candidate) if score > max_score: max_score = score max_candidate = candidate return max_candidate initial_candidate = "This is an example sentence." # Perform 10 iterations of the monte carlo search for i in range(10): initial_candidate = monte_carlo_search(initial_candidate) print(initial_candidate)

output:

This manufacture Associate_in_Nursing theoretical_account sentence. This fabricate Associate_in_Nursing theoretical_account sentence. This construct Associate_in_Nursing theoretical_account sentence. This cathode-ray_oscilloscope Associate_in_Nursing counteract sentence. This collapse Associate_in_Nursing computed_axial_tomography sentence. This waste_one's_time Associate_in_Nursing gossip sentence. This magnetic_inclination Associate_in_Nursing temptingness sentence. This magnetic_inclination Associate_in_Nursing conjure sentence. This magnetic_inclination Associate_in_Nursing controversy sentence. This inclination Associate_in_Nursing magnetic_inclination sentence.

#python #nltk #iterative monte carlo search #monte carlo search #monte carlo #search #text generation #generative text #text #generation #text prediction #synonyms #synonym #semantics #semantic #language #language model #ai #iterative #iteration #artificial intelligence #sentence rewriting #sentence rewrite #story generation #deep learning #learning #educational #snippet #code #source code

[robotpoetry]

POURING

"Pouring"

Pity In The Southern Clime Slow

Do Their Nest Merrily Morneault

Father Sold Me How They Buis

Where The Beetle Goes His Work Says

---

Eat Hoarse With Joy In Die

Moon Arise In The Lily White Di

And The Heat Till She Imo

Upon A Thorn And Wroe

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype2

[theharrymanback]

El arte de escribir bien (y algunas estadísticas al respecto)

El arte de escribir bien (y algunas estadísticas al respecto)

Desde hace un tiempo, muy a menudo me sorprendo a mí mismo maravillado frente a un texto. Pero no porque la historia que cuenta sea impresionante o me esté dando información súper interesante. A medida que mi lista de lecturas ha ido creciendo, también lo ha hecho mi gozo al encontrar pasajes particularmente bien escritos. Además, durante los últimos años he invertido muchas horas intentando…

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#Escritura #Flow #Lenguaje #Libros #Macro #Natural Language Processing Toolkit #NLTK #Python #Ritmo #Texto #Visual Basic #Word

[mintlimeginger]

Playing around with the corpus of all transcripts from all episodes of CR. After removing the most common English words, these are the top 4-word groupings. Mentally constructing my prototypical CR episode now.

#critical role #python #jupyter #ngrams #critical role data #critical role wiki #nltk #I knew it was always a constitution saving throw That is 941 times of rolling damage #critical role things

[soumenatta]

In this tutorial, we will explore how to perform sentiment analysis using Python with three popular libraries — NLTK, TextBlob, and VADER.

#machine learning #data science #python #sentiment analysis #natural language processing #NLTK #TextBlob #VADER #tutorial #medium #medium writers #artificial intelligence #ai #data analysis #data scientist #data analytics #computer science

[differentfacetree]

#data science #scikit learn #scifi #nltk #numpy #panda

[robotpoetry]

SHEEP

"Sheep"

Think Not And Smell The Wurth

Benighted And The Rushes Kerth

Weeping In His Baits Sank

Thee Then The Wolvish Howl Schank

---

Ever See The Night Maskell

Wise Guardians Of Love Because Burble

Heard Her Head Er The Rebirth

To Peace Peace For Werth

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype2

[robotpoetry]

LITTLE

"Little"

Lamb So Do Not Thou Prause

I Was Wet With Soft Baus

Sweet Is Not Alone Nor Rejoice

These Flowers While Thou Complainest Now Intervoice

---

Thee The Tiger Tiger Thuma

Moon Lovely Lyca Sleep Fama

Little Bird That In Her Haws

On Earth To Drive Their Son Naus

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype2

[robotpoetry]

POEM

"POEM"

Pity The Lilly Of My Friend

The Mire Was Wet With The

Skies Earth S Descend

Lyca D In A Little A

---

Dacre And Mutual Fear

And They Know I Vanish Innocent

Hands Full Of The Voices Appear

Gifts Coined Gold Struggling Millisent

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1

[robotpoetry]

WE

"WE"

Are Called By And Sweet Round

Unseen They Why Should Thel Astonish

S Smile Was Never Shine Around

Soon Forgot Her Lap And Cherish

---

The Watery Shore Naked In My

Tears Where Can Valleys Wild

But My Palace Deep By

Arise And Weak The Beguiled

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1

[robotpoetry]

PORTER

"Porter"

Lifted The Sun Does Ache Mazda

Little Girl Lost Children Of Matola

Hovering And Glittering On Every Heart Vanhove

Still But My Wrath Shove

---

Cherish Thee Youth And Graft

My Children Under A Craft

Thou His Light Fled You Costanza

When Thy Bed He Crops Mckenna

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype2

[robotpoetry]

POEM

"POEM"

D It Be Lost Its Hungry Gorge

Think Not Sit And Priests

In The Tent The Birds In Forge

Sigh Runs In Every Man Beasts

---

Through Nature To Hear His Heat Melts

Thee And The Wren With Jealousy

Does Freeze My Youth Rise From Belts

Eyes Shall Shine Like A Song Airy

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1

[robotpoetry]

AM

"Am"

A Tear And Says Lifland

Thus She Ceasd Of Neyland

Led By Blake Labov

Yet My Sorrow Breathed From The Gov

---

They Should Be At The Lafauci

Garments He Kissed Me Spreads His Brunelli

All Were Afar Fed With Chickened

Sees Cock Does Laugh Iceland

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype2

[robotpoetry]

LL

"LL"

Shade And The Ground Near

My House And Gentle Sleep

If The Earth A River Appear

Why It With Cruelty Didst Mould Asleep

---

Eyes O Life Betray Besides

Their Duty If Thou Know What

A Shade Him For I Asides

Bed And I Lay Sleeping But

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1

[robotpoetry]

CAME

"CAME"

Merrily The Earth Infixes Deep

Surprise While He Can Bear

Saying She Ceasd Coined Asleep

White As Birds Are His Air

---

Secret Love With Our Father S

Despite Then We Arise Link

S Parents Wept In The Sunny Bless

But For Joy My Drink

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1

[robotpoetry]

BURNING

"BURNING"

Bright In The Summer Morn Blushed Rosy

Red The Days They Pour Sleep

Grave The Future Began Airy

Welcome In The Vales Of Asleep

---

Who Present Swift As We Rose

In Silence And Their Nest Where

The Livelong Day And Breath And Arose

Thee And Sport In The Air

#poem #poetry #computationallygenerated #poet #poets #poems #nltk #python #linguistics #fauxe #robot_poetry #poemtype1