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Browsing: Building
my first two articles in this series, you’ve already covered a lot of ground. You know how to create a SparkSession, load data into a DataFrame,…
banner(“[2/9] BIOACTIVITY MINING (ChEMBL activities -> pIC50)”) def pull_activities(tid, cap): url, rows = f”{BASE}/activity”, [] params = {“target_chembl_id”: tid, “standard_type”: “IC50”, “pchembl_value__isnull”: “false”, “limit”: 1000, “format”:…
banner(“4. IN-MEMORY KV CACHE (cup.cache)”) try: from cup import cache kv = cache.KVCache(name=”demo”) kv.set({“user:1”: “alice”, “user:2”: “bob”}, expire_sec=2) kv.set({“config:flag”: “on”}, expire_sec=None) print(“size after sets :”, kv.size())…
rprint(Panel.fit(“[bold]Baseline 1: Predict output_type from context using pure Python Naive Bayes[/bold]”)) model_artifacts = {} classifier_df = df.dropna(subset=[“output_type”]).copy() classifier_df = classifier_df[ classifier_df[“output_type”].astype(str).str.len() > 0 ].copy() if classifier_df[“output_type”].nunique()…
banner(“STEP 3 — Building the analysis DataFrame”) def process_example(ex): traj = normalize_trajectory(ex.get(“trajectory”)) rc = role_counts(traj) nf, add, dele, _files, _exts = parse_patch(ex.get(“model_patch”)) meta = normalize_metadata(ex.get(“metadata”)) full_text…
of Enterprise Document Intelligence, a series that builds an enterprise RAG system from four bricks: parsing, question parsing, retrieval, and generation. Amplify the expert: the thesis…
a production-ready pipeline for multi-stream video analytics: hardware-accelerated decoding, tracking, on-screen display, and message brokering, all wired through GStreamer. For standard detection models exported to TensorRT,…
Max Levchin (@mlevchin) is a serial entrepreneur, computer scientist, philanthropist, and active investor in more than 100 startups. He is the founder and CEO of Affirm,…
Max Levchin (@mlevchin) is a serial entrepreneur, computer scientist, philanthropist, and active investor in more than 100 startups. He is the founder and CEO of Affirm,…
fig, ax = plt.subplots(2, 2, figsize=(14, 9)) lang_counts.head(12).iloc[::-1].plot.barh(ax=ax[0, 0], color=”#76b900″) ax[0, 0].set_title(“Top 12 languages (sample)”); ax[0, 0].set_xlabel(“files”) df[“ext”].value_counts().head(12).iloc[::-1].plot.barh(ax=ax[0, 1], color=”#5b8def”) ax[0, 1].set_title(“Top 12 file extensions (sample)”);…
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