Facebook Pixel
Searching...
English
EnglishEnglish
EspañolSpanish
简体中文Chinese
FrançaisFrench
DeutschGerman
日本語Japanese
PortuguêsPortuguese
ItalianoItalian
한국어Korean
РусскийRussian
NederlandsDutch
العربيةArabic
PolskiPolish
हिन्दीHindi
Tiếng ViệtVietnamese
SvenskaSwedish
ΕλληνικάGreek
TürkçeTurkish
ไทยThai
ČeštinaCzech
RomânăRomanian
MagyarHungarian
УкраїнськаUkrainian
Bahasa IndonesiaIndonesian
DanskDanish
SuomiFinnish
БългарскиBulgarian
עבריתHebrew
NorskNorwegian
HrvatskiCroatian
CatalàCatalan
SlovenčinaSlovak
LietuviųLithuanian
SlovenščinaSlovenian
СрпскиSerbian
EestiEstonian
LatviešuLatvian
فارسیPersian
മലയാളംMalayalam
தமிழ்Tamil
اردوUrdu
Machine Learning

Machine Learning

New and Collected Stories
by Hugh Howey 2017 352 pages
4.03
3k+ ratings
Listen
Listen

Plot Summary

Countdown to Catastrophe

The world teeters on edge

John, a man burdened with secrets, senses impending doom and pulls his family off the highway. As the countdown to a catastrophic event ticks down, he reflects on the choices and lies that brought him here. His wife, Barbara, and daughter, Emily, believe they are on a camping trip, unaware of the true danger. As the countdown reaches zero, the world holds its breath, and John braces for the end, knowing the world is about to change forever.

The Unseen Threat Unleashed

Invisible machines wreak havoc

Chaos erupts as a microscopic threat, part of a government conspiracy, is unleashed. Vehicles crash, and people collapse, but John, immune due to his involvement, watches helplessly. He struggles with guilt over his complicity and the realization that his family is among the few survivors. The world as they knew it is gone, and John must navigate the aftermath of the disaster he helped create, grappling with the weight of his past actions.

A World on the Brink

Desperation and disbelief grip survivors

John and his family navigate a world suddenly devoid of life, encountering eerie silence and abandoned vehicles. John reflects on the secretive meetings and ignored warnings that led to this moment. His family, still in shock, looks to him for answers, but he can only offer the grim truth: they are alone in a world irrevocably changed. The struggle for survival begins as they face the harsh new reality.

The Last-Minute Decision

Choosing between two impossible paths

John recalls the pivotal moment when he chose to flee with his family instead of following orders to Atlanta. Haunted by a past affair and secrets, he realizes his decision may have saved them from a fate worse than death. As they drive toward an uncertain future, John grapples with the weight of his choices and the knowledge that he can never return to the life he once knew, seeking redemption in the face of his past.

Survival in the Aftermath

Adapting to a new reality

With the world in ruins, John and his family seek refuge in a remote cabin, hoping for solace and safety. As they settle into their new life, they confront the harsh realities of survival without infrastructure or community. John reflects on the fragility of civilization and the resilience of the human spirit, determined to protect his family and find a way forward in this desolate landscape, clinging to hope amidst despair.

The Mountain's Secret

A hidden refuge for the chosen few

Tracy, a former colleague of John's, leads survivors to a secret mountain bunker. As they seal themselves away, they grapple with the moral implications of their survival and the knowledge that they are among the few who will endure. The bunker becomes a microcosm of humanity, where survivors must confront past actions and decide how to rebuild in the wake of global catastrophe, facing the challenge of creating a new society.

A New Beginning in the Woods

Emerging from the shadows of the past

April and Remy, survivors in the mountain bunker, awaken from cryogenic sleep to a changed world. As they adjust to their new reality, they discover remnants of the past and hope for the future. Guided by Tracy's instructions, they embark on a journey to reclaim the world and ensure past mistakes are not repeated. Their story is one of resilience, redemption, and the enduring power of hope, as they strive to build a better future.

The Bridge of Broken Promises

A man seeks closure

On a bridge in London, a man stands with bolt cutters, haunted by a past love. The bridge, adorned with locks symbolizing promises, becomes a place of release as he severs the lock binding him to a past he can no longer bear. This act of cutting through the lock symbolizes letting go and moving forward, as he seeks to reclaim pieces of himself left behind in the wake of a faded love.

A World Shattered by Fire

Witnessing the unimaginable

On September 11, 2001, a young man named Hugh stands in the shadow of the Twin Towers, his life forever altered by the events unfolding. As the towers fall, he is consumed by helplessness and disbelief, mirroring the turmoil within. The chaos and destruction force him to grapple with life's fragility and suddenness of loss, leaving him to navigate a world that feels both familiar and irrevocably changed.

The Unseen Dimensions of Time

Time as a tapestry

On Tralfamadore, time is a continuous tapestry, with past, present, and future existing simultaneously. The Tralfamadorians view life with detached acceptance, understanding every moment is fixed. This perspective contrasts with the human experience, where time is linear and the future unknown. The story explores the tension between these views, highlighting the human struggle to find meaning in a world where control is an illusion.

The Illusion of Control

The futility of resistance

Montana Wildhack, abducted by aliens, finds herself in a Tralfamadorian zoo. Trapped in a glass dome, she confronts the reality of her situation and the limits of her control. Reflecting on her past, she learns to find peace in the knowledge that some things are beyond her control. Her journey becomes one of acceptance, as she discovers true freedom lies in the ability to let go, embracing her new reality.

The Weight of Memory

Haunted by the past

Hugh is plagued by memories of September 11th, unable to escape the haunting images and emotions. As he struggles to make sense of the tragedy, he confronts its impact on his life and those around him. The story delves into the nature of memory and how it shapes our understanding of the world, exploring the tension between the desire to remember and the need to forget, seeking healing amidst the pain.

The Unraveling of Reality

A world on the brink

As reality and illusion blur, Hugh questions existence's nature. The events of September 11th catalyze a deeper exploration of the human condition, grappling with life's fragility and future uncertainty. The story culminates in clarity, as Hugh accepts that while the world is unpredictable and chaotic, beauty lies in accepting what is, finding peace in the chaos and embracing life's unpredictability.

Characters

John

A man burdened by secrets

John, a former government operative, becomes entangled in a conspiracy leading to the world's end. Torn between duty and family, he chooses to protect his wife and daughter, fleeing as the world collapses. His journey is one of redemption and survival, grappling with the consequences of his actions and the weight of his past, seeking to make amends in a changed world.

Barbara

A wife caught in the storm

Barbara, John's wife, is unaware of his secrets until the world unravels. Her strength and resilience are tested as she navigates the new reality with her husband and daughter. Her journey is one of discovery and adaptation, learning to trust John and find her place in a changed world, embracing the challenges of survival and the hope of a new beginning.

Emily

An innocent in a shattered world

Emily, John and Barbara's young daughter, faces a world upended by catastrophe. Her innocence and curiosity provide hope in the darkness, adapting to the new world with resilience and courage. Her journey is one of growth and survival, learning to navigate a world without past comforts, embodying the spirit of hope and renewal in the face of adversity.

Tracy

A leader with a hidden agenda

Tracy, a former colleague of John's, becomes key in the survival of a select group. Her knowledge of the conspiracy and determination to save others make her pivotal. Her journey is one of leadership and sacrifice, grappling with the moral implications of her actions and the responsibility of guiding others to safety, striving to rebuild in the wake of catastrophe.

Remy

A survivor seeking answers

Remy, April's husband, awakens from cryogenic sleep to a changed world. His journey is one of discovery and adaptation, seeking to understand the past and find a way forward. His resilience and determination make him key in rebuilding society, embodying the hope and drive to create a better future amidst the ruins of the past.

April

A woman caught between worlds

April, Tracy's sister, is thrust into post-apocalyptic chaos. Her journey is one of survival and redemption, navigating the new reality and seeking to understand her sister's actions. Her strength and determination make her vital to the story's resolution, embodying the spirit of resilience and the quest for a new beginning in a changed world.

Hugh

A man seeking redemption

Hugh, a yacht captain, is forever changed by September 11th. Haunted by memories, he embarks on a journey of self-discovery, seeking closure and understanding. Defined by introspection and a desire for meaning, his character explores the chaos and unpredictability of life, striving to find peace and purpose amidst the turmoil.

Montana Wildhack

A woman trapped by fate

Montana, a former actress, is abducted by aliens and placed in a Tralfamadorian zoo. Her journey is one of acceptance and resilience, navigating her new reality and finding peace in the knowledge that some things are beyond her control. Her character embodies the struggle for freedom in a world where choice is an illusion, embracing her fate with grace.

Billy Pilgrim

A man unstuck in time

Billy, a fellow captive in the Tralfamadorian zoo, experiences time as a continuous tapestry. Serving as a foil to Montana, his journey highlights the tension between acceptance and resistance. Through interactions with Montana, he learns understanding and empathy, seeing the world through her eyes, and embracing the complexity of existence.

The Tralfamadorians

Beings of detached wisdom

The Tralfamadorians, a race of aliens, perceive time as a continuous whole. Their perspective contrasts with the human experience, reminding of the limits of understanding and the futility of resistance. They embody acceptance and the idea that true freedom lies in letting go, offering a unique lens on the human condition and the quest for meaning.

Plot Devices

The Countdown

A ticking clock to disaster

The countdown creates tension and urgency, symbolizing the inevitability of catastrophe and the limited time for critical decisions. It drives the narrative forward, propelling characters toward their fates, embodying the relentless march of time and the pressure to act in the face of impending doom.

The Book

A guide to survival and destruction

The book, with cryptic instructions and hidden truths, reveals the conspiracy leading to the world's end. It represents knowledge and power held by a select few, driving characters' actions as they seek to understand and survive the unfolding disaster, embodying the quest for truth and the burden of knowledge.

The Bunker

A refuge and a prison

The mountain bunker symbolizes the dual nature of survival, providing safety but also forcing confrontation with past actions. It is a microcosm of humanity, where characters decide how to rebuild after catastrophe, embodying the tension between security and freedom, and the moral complexities of survival.

The Lock

A symbol of broken promises

The lock represents promises and commitments binding us to the past. Its presence on the bridge is a reminder of unfulfilled promises and the desire for closure. Cutting the lock becomes a metaphor for letting go and moving forward, embodying the quest for freedom from the past.

The Towers

A catalyst for change

The Twin Towers symbolize life's fragility and sudden loss. Their destruction catalyzes Hugh's journey of self-discovery, forcing confrontation with tragedy's impact. They represent the world's unpredictability and the need to find meaning amidst chaos, embodying the quest for understanding and healing.

The Dome

A prison of perception

The glass dome trapping Montana and Billy symbolizes the limits of understanding and the illusion of control. It represents the boundaries confining us and the struggle for freedom within constraints, embodying the tension between acceptance and resistance, and the human desire to break free from fate.

Analysis

Exploring human resilience and acceptance

"Machine Learning: New and Collected Stories" by Hugh Howey delves into themes of survival, redemption, and the human condition. Through interconnected narratives, the book explores the fragility of civilization, the weight of memory, and the quest for meaning in a chaotic world. Characters grapple with moral dilemmas, the limits of control, and the need for acceptance, embodying the resilience of the human spirit. The stories highlight the tension between past and future, the desire for closure, and the enduring power of hope. Howey's work serves as a poignant reflection on the complexities of existence, urging readers to embrace life's unpredictability and find beauty in the acceptance of what is.

Last updated:

Review Summary

4.03 out of 5
Average of 3k+ ratings from Goodreads and Amazon.

Machine Learning: New and Collected Stories is a diverse anthology showcasing Hugh Howey's versatility in science fiction. The collection includes new and previously published stories, exploring themes like AI, dystopian futures, and human nature. Fans of Howey's Silo series will appreciate related stories. While some readers found certain stories less engaging, many praised Howey's creativity and thought-provoking narratives. The book's structure, with stories grouped by theme and author's notes, was well-received. Overall, reviewers found it an enjoyable and varied collection, though opinions on individual stories differed.

Your rating:

About the Author

Hugh Howey is a successful science fiction author, best known for his WOOL series, which became a top 5 science fiction book on Amazon. He also wrote the Molly Fyde saga, featuring a teenage protagonist from the 25th century who defies gender expectations. Howey's works often explore themes of overcoming adversity and maintaining one's identity in the face of challenges. While his books are primarily classified as science fiction due to their futuristic settings, Howey emphasizes strong storytelling and memorable characters. He promises engaging reads for those who enjoy great stories, regardless of genre preferences.

Other books by Hugh Howey

Download PDF

To save this Machine Learning summary for later, download the free PDF. You can print it out, or read offline at your convenience.
Download PDF
File size: 0.48 MB     Pages: 15

Download EPUB

To read this Machine Learning summary on your e-reader device or app, download the free EPUB. The .epub digital book format is ideal for reading ebooks on phones, tablets, and e-readers.
Download EPUB
File size: 3.04 MB     Pages: 14
0:00
-0:00
1x
Dan
Andrew
Michelle
Lauren
Select Speed
1.0×
+
200 words per minute
Create a free account to unlock:
Requests: Request new book summaries
Bookmarks: Save your favorite books
History: Revisit books later
Ratings: Rate books & see your ratings
Try Full Access for 7 Days
Listen, bookmark, and more
Compare Features Free Pro
📖 Read Summaries
All summaries are free to read in 40 languages
🎧 Listen to Summaries
Listen to unlimited summaries in 40 languages
❤️ Unlimited Bookmarks
Free users are limited to 10
📜 Unlimited History
Free users are limited to 10
Risk-Free Timeline
Today: Get Instant Access
Listen to full summaries of 73,530 books. That's 12,000+ hours of audio!
Day 4: Trial Reminder
We'll send you a notification that your trial is ending soon.
Day 7: Your subscription begins
You'll be charged on Mar 1,
cancel anytime before.
Consume 2.8x More Books
2.8x more books Listening Reading
Our users love us
50,000+ readers
"...I can 10x the number of books I can read..."
"...exceptionally accurate, engaging, and beautifully presented..."
"...better than any amazon review when I'm making a book-buying decision..."
Save 62%
Yearly
$119.88 $44.99/year
$3.75/mo
Monthly
$9.99/mo
Try Free & Unlock
7 days free, then $44.99/year. Cancel anytime.
Settings
Appearance
Black Friday Sale 🎉
$20 off Lifetime Access
$79.99 $59.99
Upgrade Now →