Electronic version of the photocopied zine collection of photos by Will Butler, runner of the To Live A Lie Records empire. One photo from each band, all taken in 2010 at house shows or small venues in North Carolina, Virginia, and Maryland. Bands included: MAGRUDERGRIND, SEASICK, TRIAC, DEATHRATS, ACID REFLUX, BUKKAKE BOYS, WHITE CROSS, DOUBLE NEGATIVE, SURROUNDINGS, PLAGUE, POLLUTION, MAD WORLD, FROM THE DEPTHS, SYSTEMS, THOU, COKE BUST, STRIPMINES, FLEX YOUR HEAD, FOREIGN OBJECTS, CAPITALIST CASUALTIES, FANG, MAN WILL DESTROY HIMSELF, PAVLICHENKO, VERBAL ABUSE, KYKLOOPPIEN SUKUPUUTTO, NO TOMORROW, DEVOUR, SLANG, WORLD BURNS TO DEATH, BACKSLIDER, NOTHING IS OVER, WALL, BASTARD NOISE, ATTAKE, PARASYTIC, BUY THE STEAK, OLD PAINLESS, CHEST PAIN, THIEVES, PHOBIA, SONS OF TONATIUH, WORMROT, CORROSION OF CONFORMITY, RAMMING SPEED, and NEGATIVE APPROACH.

Sophomore edition of Will Butler from To Live A Lie Records photo zine. Issue #2 includes show write ups originally published on Maximum Rock'N'Roll's page for Wow, What A Show, with some new pictures and a different layout (also grammar corrections) as well as a large nice photo section. Copies are limited to 300, they are punk pro-printed on a printing press with nice paper via Econopress. 32 1/2 size pages long. Bands included in this issue: DOUBLE NEGATIVE, DEVOUR, CORROSION OF CONFORMITY, BURMA, KAKKA HATA 77, ACID REFLUX OLD PAINLESS, BUY THE STEAK, THIEVES, CHEST PAIN, NATURAL LAW, DYSTROPHY, TRAPPER, DETHRONED EMPORER, DROPDEAD, MAGRUDERGRIND, WASTED TIME, COUGH, ILSA, LIBYANS, DIRECT CONTROL, SHARDS, LOGIC PROBLEM, MAN WILL DESTROY HIMSELF, STRIPMINES, BACKSLIDER, LEATHER, BIG EYES, NIMBUS TERRIFIX, WALL, DODSFALLA, & DISCIPLES OF CHRIST.

Debut issue of this new half-sized zine compiled by Will Butler himself (To Live A Lie Records). Issue #1 features interviews that highlight a variety of heavy music genres, from the devastating grind of Looking For An Answer, to Idaho's fastcore maniacs Hummingbird Of Death, up-and-coming powerviolence wrecking crew ACxDC, and the legendary Eric Wood of The Bastard Noise. Among the columnists for this debut issue are Ralph Ferrara of Haunted Hotel Records, Will Toftness of the grind-violence band Hip Cops, and To Live A Lie label artist Matt Gauck, as well as Will Butler's own musings on life as a label head juggling a full-time job. Don't Be Swindle is chock full of record reviews that are refreshingly in-depth (when you need them to be) and nicely concise at other times (so you don't get bored!) There's even some non-typical show reviews that you'll have to read yourself to believe. Picking up on his previous zine endeavor in Fastcore Photos, Will displays some of your favorite grinders (hello, Disciples Of Christ) in a fancy spread of photos he took himself at shows. All in all, issue #1 of Don't Be Swindle is pretty sweet, and definitely recommended for anyone who enjoys fastcore, grind, and powerviolence, and appreciates an MRR-style approach to a music zine.

Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala