Ben Firshman

It is reinforced by heavyweight global institutions in Atomico, Tencent and HenkelHenkel, as well as strategic CEOs, and entrepreneurial family offices with regional wingspan.

spaCy is the best way to prepare text for deep learning. It interoperates seamlessly with TensorFlow, PyTorch, scikit-learn, Gensim and the rest of PythonPython's awesome AI ecosystem. With spaCy, you can easily construct linguistically sophisticated statistical models for a variety of NLP problems.

Music is an art form and cultural activity whose medium is sound organized in time. General definitions of music include common elements such as pitch (which governs melody and harmony), rhythm (and its associated concepts tempo, meter, and articulation), dynamics (loudness and softness), and the sonic qualities of timbre and texture (which are sometimes termed the "color" of a musical sound). Different styles or types of music may emphasize, de-emphasize or omit some of these elements. Music is performed with a vast range of instruments and vocal techniques ranging from singing to rapping; there are solely instrumental pieces, solely vocal pieces (such as songs without instrumental accompaniment) and pieces that combine singing and instruments. The word derives from Greek μουσική (mousike; "art of the Muses"). See glossary of musical terminology. In its most general form, the activities describing music as an art form or cultural activity include the creation of works of music (songs, tunes, symphonies, and so on), the criticism of music, the study of the history of music, and the aesthetic examination of music. Ancient Greek and Indian philosophers defined music as tones ordered horizontally as melodies and vertically as harmonies. Common sayings such as "the harmony of the spheres" and "it is music to my ears" point to the notion that music is often ordered and pleasant to listen to. However, 20th-century composer John Cage thought that any sound can be music, saying, for example, "There is no noise, only sound."The creation, performance, significance, and even the definition of music vary according to culture and social context. Indeed, throughout history, some new forms or styles of music have been criticized as "not being music", including Beethoven's Grosse Fuge string quartet in 1825, early jazz in the beginning of the 1900s and hardcore punk in the 1980s. There are many types of music, including popular music, traditional music, art music, music written for religious ceremonies and work songs such as chanteys. Music ranges from strictly organized compositions-such as Classical music symphonies from the 1700s and 1800s, through to spontaneously played improvisational music such as jazz, and avant-garde styles of chance-based contemporary music from the 20th and 21st centuries. Music can be divided into genres (e.g., country music) and genres can be further divided into subgenres (e.g., country blues and pop country are two of the many country subgenres), although the dividing lines and relationships between music genresmusic genres are often subtle, sometimes open to personal interpretation, and occasionally controversial. For example, it can be hard to draw the line between some early 1980s hard rock and heavy metal. Within the arts, music may be classified as a performing art, a fine art or as an auditory art. Music may be played or sung and heard live at a rock concert or orchestra performance, heard live as part of a dramatic work (a music theater show or opera), or it may be recorded and listened to on a radio, MP3 player, CD player, smartphone or as film score or TV show. In many cultures, music is an important part of people's way of life, as it plays a key role in religious rituals, rite of passage ceremonies (e.g., graduation and marriage), social activities (e.g., dancing) and cultural activities ranging from amateur karaoke singing to playing in an amateur funk band or singing in a community choir. People may make music as a hobby, like a teen playing cello in a youth orchestra, or work as a professional musician or singer. The music industry includes the individuals who create new songs and musical pieces (such as songwriters and composers), individuals who perform music (which include orchestra, jazz band and rock band musicians, singers and conductors), individuals who record music (music producers and sound engineers), individuals who organize concert tours, and individuals who sell recordings, sheet music, and scores to customers.

spaCy is the best way to prepare text for deep learning. It interoperates seamlessly with TensorFlow, PyTorchPyTorch, scikit-learn, Gensim and the rest of Python's awesome AI ecosystem. With spaCy, you can easily construct linguistically sophisticated statistical models for a variety of NLP problems.

Rigetti Computing, a quantum computingquantum computing company, was founded in 2013 by Chad Rigetti and is based in Berkeley and Fremont, CA. As of 2019, the company has raised over $119 million from investors, including Andreessen Horowitz and Vy Capital and has over 50 U.S. patent applications on file. Rigetti also participated in the YC S14 cohort of Y Combinator and raised an estimated $69,450,000.

Rigetti Computing, a quantum computing company, was founded in 2013 by Chad Rigetti and is based in Berkeley and Fremont, CA. As of 2019, the company has raised over $119 million from investors, including Andreessen HorowitzAndreessen Horowitz and Vy Capital and has over 50 U.S. patent applications on file. Rigetti also participated in the YC S14 cohort of Y Combinator and raised an estimated $69,450,000.

Rigetti designs and manufacture s superconducting quantum integrated circuitsintegrated circuits at their in-house fabrication facility.

Bear Lake is a natural freshwater lake on the Utah-Idaho border in the Western United StatesWestern United States. About 109 square miles (280 km2) in size, it is split about equally between the two states; its Utah portion comprises the second-largest natural freshwater lake in Utah, after Utah Lake.[1] The lake has been called the "Caribbean of the Rockies" for its unique turquoise-blue color, which is due to the refraction of calcium carbonate (limestone) deposits suspended in the lake.[2] Its water properties have led to the evolution of several unique species of fauna that occur only within the lake.[3] Bear Lake is over 250,000 years old.[4] It was formed by fault subsidence that continues today, slowly deepening the lake along the eastern side.[5]

In 2004 Phelps joined the United States NavyUnited States Navy working as an engineering lab technician. She won the military excellence award in 2004.She joined Oak Ridge National Laboratory as a nuclear operation technician in 2009. Phelps works in the isotopes group at Oak Ridge National Laboratory, where she is program manager for the Ni-63/ Se-75. In particular, she aided in the purification of Berkelium. In 2010, she was involved in the discovery of Tennessine, element 117, as part of the team that accomplished "the purification of the Bk-249 used to help discover Z=117", Tennessine.Phelps was the recipient of the 2017 YWCA Knoxville Tribute to Women in the Women technology, research, and innovation category. She works with the Alpha Kappa Alpha sorority to develop robotics programs for young people. Phelps is on the education committee for Oak Ridge National Laboratory, and has been featured by them as a STEM exemplar.Phelps is a member of the American Chemical Society as well as the Educational Outreach Committee for the Nuclear Science and Engineering Directorate.

Learn more from small training corpora by initializing your models with knowledge from raw text. The new pretrain command teaches spaCy's CNN model to predict words based on their context, producing representations of words in contexts. If you've seen GoogleGoogle's BERT system or fast.ai's ULMFiT, spaCy's pretraining is similar - but much more efficient. It's still experimental, but users are already reporting good results, so give it a try!