{"id":31415,"date":"2024-10-28T12:01:51","date_gmt":"2024-10-28T12:01:51","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=31415"},"modified":"2024-11-26T06:45:13","modified_gmt":"2024-11-26T06:45:13","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d%ea%b3%bc-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d%ec%9d%84-%ed%99%9c%ec%9a%a9%ed%95%9c-%ec%9e%90%eb%8f%99%eb%a7%a4%eb%a7%a4-%ed%95%99%ec%8a%b5%eb%90%9c-%eb%aa%a8%eb%8d%b8","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/31415\/","title":{"rendered":"\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4, \ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uc2e4\uc2dc\uac04 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \ud1b5\ud569  \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc2e4\uc81c \uac70\ub798\uc18c API\uc640 \uc5f0\ub3d9\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4 \uc2e4\ud589."},"content":{"rendered":"<div>\n<p>\uc554\ud638\ud654\ud3d0\uc758 \uae09\uaca9\ud55c \ubcc0\ud654\uc640 \ud568\uaed8 \ud22c\uc790\uc790\ub4e4\uc740 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \uc2e0\uc18d\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ube44\ud2b8\ucf54\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc, \uadf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uac70\ub798\uc18c API\uc640 \uc5f0\ub3d9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\uc694<\/h2>\n<p>\uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \ub9e4\ub9e4\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\ud589\ud558\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uc785\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uacfc\uac70\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc608\uce21 \ubaa8\ub378\uc744 \ud1b5\ud574 \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uc5ec \ud22c\uc790\uc790\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2dc\uc7a5\uc5d0 \ubc18\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n<h2>2. \uc774\uc6a9\ud560 \uae30\uc220 \uc2a4\ud0dd<\/h2>\n<ul>\n<li><strong>\ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4:<\/strong> Python<\/li>\n<li><strong>\ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac:<\/strong> TensorFlow, Keras<\/li>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> CCXT (\uc554\ud638\ud654\ud3d0 \uac70\ub798\uc18c API \ub77c\uc774\ube0c\ub7ec\ub9ac)<\/li>\n<li><strong>\ubc30\ud3ec \ud50c\ub7ab\ud3fc:<\/strong> AWS, Google Cloud \ub610\ub294 Local Machine<\/li>\n<\/ul>\n<h2>3. \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n<p>\uba3c\uc800, \ube44\ud2b8\ucf54\uc778\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 CCXT \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec \uac70\ub798\uc18c API\uc5d0 \uc811\uadfc\ud558\uc5ec \ub370\uc774\ud130\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1. CCXT \uc124\uce58<\/h3>\n<pre><code>pip install ccxt<\/code><\/pre>\n<h3>3.2. \ub370\uc774\ud130 \uc218\uc9d1 \uc608\uc81c<\/h3>\n<pre><code>\nimport ccxt\nimport pandas as pd\nimport time\n\n# Binance \uac70\ub798\uc18c \uac1d\uccb4 \uc0dd\uc131\nexchange = ccxt.binance()\n\ndef fetch_data(symbol, timeframe, limit):\n    # \ucd5c\uc2e0 \uac70\ub798\uc18c \ub370\uc774\ud130 \uac00\uc838\uc624\uae30\n    candles = exchange.fetch_ohlcv(symbol, timeframe, limit=limit)\n    df = pd.DataFrame(candles, columns=['timestamp', 'open', 'high', 'low', 'close', 'volume'])\n    df['timestamp'] = pd.to_datetime(df['timestamp'], unit='ms')\n    return df\n\n# \uc608\uc2dc: \ube44\ud2b8\ucf54\uc778 \ub370\uc774\ud130 fetch\nbtc_data = fetch_data('BTC\/USDT', '1h', 100)\nprint(btc_data.head())\n    <\/code><\/pre>\n<h2>4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc804\ucc98\ub9ac \ubc29\ubc95\uc73c\ub85c\ub294 \uc815\uaddc\ud654, \ucc28\uc6d0 \ucd95\uc18c, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uad6c\uc131 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \ub370\uc774\ud130 \uc815\uaddc\ud654<\/h3>\n<pre><code>\nfrom sklearn.preprocessing import MinMaxScaler\n\ndef normalize_data(df):\n    scaler = MinMaxScaler(feature_range=(0, 1))\n    df['close'] = scaler.fit_transform(df['close'].values.reshape(-1, 1))\n    return df, scaler\n\nbtc_data, scaler = normalize_data(btc_data)\n    <\/code><\/pre>\n<h2>5. \ubaa8\ub378 \uad6c\uc131<\/h2>\n<p>\uc774\uc81c \ud559\uc2b5\ud560 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\uc131\ud558\uaca0\uc2b5\ub2c8\ub2e4. LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\ub85c, \ube44\ud2b8\ucf54\uc778 \uac00\uaca9 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>5.1. LSTM \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<pre><code>\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense, Dropout\n\ndef create_model(input_shape):\n    model = Sequential()\n    model.add(LSTM(50, return_sequences=True, input_shape=input_shape))\n    model.add(Dropout(0.2))\n    model.add(LSTM(50, return_sequences=False))\n    model.add(Dropout(0.2))\n    model.add(Dense(1))  # \uac00\uaca9 \uc608\uce21\n    model.compile(optimizer='adam', loss='mean_squared_error')\n    return model\n\n# \uc785\ub825 \ub370\uc774\ud130 \ud615\ud0dc\nX_train, y_train = # (\uc120\ud0dd\ud55c \ub370\uc774\ud130 \ub9ac\uc14b) \uc900\ube44\nmodel = create_model((X_train.shape[1], 1))\n    <\/code><\/pre>\n<h2>6. \ubaa8\ub378 \ud559\uc2b5<\/h2>\n<p>\uad6c\uc131\ud55c \ubaa8\ub378\uc744 \ud6c8\ub828 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ud559\uc2b5 \uacfc\uc815\uc758 \uc190\uc2e4 \ud568\uc218\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/p>\n<h3>6.1. \ubaa8\ub378 \ud559\uc2b5 \ucf54\ub4dc \uc608\uc81c<\/h3>\n<pre><code>\nmodel.fit(X_train, y_train, epochs=100, batch_size=32)\n    <\/code><\/pre>\n<h2>7. \ubaa8\ub378 \uc608\uce21<\/h2>\n<p>\ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube44\ud2b8\ucf54\uc778 \uac00\uaca9\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uc608\uce21 \uac12\uc740 \ub098\uc911\uc5d0 \uac70\ub798 \ud310\ub2e8\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>7.1. \uc608\uce21 \ucf54\ub4dc \uc608\uc81c<\/h3>\n<pre><code>\npredicted_prices = model.predict(X_test)\npredicted_prices = scaler.inverse_transform(predicted_prices)  # \uc6d0\ub798 \uac00\uaca9\uc73c\ub85c \ubcc0\ud658\n    <\/code><\/pre>\n<h2>8. \uac70\ub798 \uc804\ub7b5 \uad6c\ud604<\/h2>\n<p>\uc608\uce21\ub41c \uac00\uaca9\uc744 \ubc14\ud0d5\uc73c\ub85c \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uac04\ub2e8\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac00\uaca9\uc774 \uc0c1\uc2b9\ud558\uba74 \ub9e4\uc218\ud558\uace0 \ud558\ub77d\ud558\uba74 \ub9e4\ub3c4\ud558\ub294 \uaddc\uce59\uc744 \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>8.1. \uac70\ub798 \uc804\ub7b5 \ucf54\ub4dc \uc608\uc81c<\/h3>\n<pre><code>\ndef trading_strategy(predicted_prices, threshold=0.01):\n    buy_signal = []\n    sell_signal = []\n    \n    for i in range(1, len(predicted_prices)):\n        if predicted_prices[i] &gt; predicted_prices[i - 1] * (1 + threshold):\n            buy_signal.append(i)\n        elif predicted_prices[i] &lt; predicted_prices[i - 1] * (1 - threshold):\n            sell_signal.append(i)\n    \n    return buy_signal, sell_signal\n\nbuy_signal, sell_signal = trading_strategy(predicted_prices)\n    <\/code><\/pre>\n<h2>9. \uac70\ub798\uc18c\uc640 \ud1b5\ud569\ud558\uae30<\/h2>\n<p>\ucd5c\uc885\uc801\uc73c\ub85c, \ud559\uc2b5\ub41c \ubaa8\ub378\uacfc \uac70\ub798\uc18c API\ub97c \uc5f0\ub3d9\ud558\uc5ec \uc2e4\uc81c \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uc790\ub3d9 \ub9e4\ub9e4\ub97c \uc704\ud55c \uac70\ub798 \ub0b4\uc5ed \uae30\ub85d \ubc0f \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad00\ub9ac\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>9.1. \uac70\ub798\uc18c API\uc640 \uc5f0\ub3d9<\/h3>\n<pre><code>\nimport time\n\ndef execute_trade(symbol, amount, action):\n    if action == 'buy':\n        exchange.create_market_buy_order(symbol, amount)\n    elif action == 'sell':\n        exchange.create_market_sell_order(symbol, amount)\n\namount = 0.001  # \ube44\ud2b8\ucf54\uc778 \uc218\ub7c9\nfor i in buy_signal:\n    execute_trade('BTC\/USDT', amount, 'buy')\n    time.sleep(1)  # API \ud638\ucd9c \uac04 \uac04\uaca9 \uc81c\uacf5\n\nfor i in sell_signal:\n    execute_trade('BTC\/USDT', amount, 'sell')\n    time.sleep(1)  # API \ud638\ucd9c \uac04 \uac04\uaca9 \uc81c\uacf5\n    <\/code><\/pre>\n<h2>10. \uacb0\ub860<\/h2>\n<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \ube44\ud2b8\ucf54\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc758\uc0ac\uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud568\uc73c\ub85c\uc368 \ud22c\uc790 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 100% \ud655\uc2e4\ud55c \uc218\uc775\uc744 \ubcf4\uc7a5\ud558\uc9c0 \uc54a\uc73c\uba70, \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc801\uc808\ud55c \uc704\ud5d8 \uad00\ub9ac \uc804\ub7b5\uc744 \uc218\ub9bd\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\uc554\ud638\ud654\ud3d0\uc758 \uae09\uaca9\ud55c \ubcc0\ud654\uc640 \ud568\uaed8 \ud22c\uc790\uc790\ub4e4\uc740 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \uc2e0\uc18d\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ube44\ud2b8\ucf54\uc778 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uacfc, \uadf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uac70\ub798\uc18c API\uc640 \uc5f0\ub3d9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uac1c\uc694 \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\uc815 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/31415\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4, \ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uc2e4\uc2dc\uac04 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c \ud1b5\ud569  \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc2e4\uc81c \uac70\ub798\uc18c API\uc640 \uc5f0\ub3d9\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4 \uc2e4\ud589.&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-31415","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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